{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# B&D DS Exercise Part 2\n",
    "## January 30th, 2018\n",
    "### Dr Jose M Albornoz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import necessary modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jmalbornoz/anaconda/lib/python2.7/site-packages/sklearn/cross_validation.py:44: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n",
      "/Users/jmalbornoz/anaconda/lib/python2.7/site-packages/sklearn/grid_search.py:43: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. This module will be removed in 0.20.\n",
      "  DeprecationWarning)\n",
      "/Users/jmalbornoz/anaconda/lib/python2.7/site-packages/sklearn/learning_curve.py:23: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the functions are moved. This module will be removed in 0.20\n",
      "  DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import re\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import style\n",
    "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\n",
    "style.use('fivethirtyeight')\n",
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier, ExtraTreesClassifier\n",
    "from sklearn.grid_search import GridSearchCV\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, recall_score, precision_score\n",
    "from sklearn.cross_validation import cross_val_score\n",
    "from sklearn.utils import resample\n",
    "from sklearn.learning_curve import validation_curve\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from mlxtend.feature_selection import SequentialFeatureSelector as SFS\n",
    "from mlxtend.classifier import StackingClassifier\n",
    "\n",
    "import seaborn as sns\n",
    "from datetime import datetime\n",
    "\n",
    "RANDOM_STATE = 801"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1 Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_0 = pd.read_excel('kohls.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SHIPPER</th>\n",
       "      <th>SHIPPER ADDRESS</th>\n",
       "      <th>CONSIGNEE</th>\n",
       "      <th>CONSIGNEE ADDRESS</th>\n",
       "      <th>ZIPCODE</th>\n",
       "      <th>NOTIFY</th>\n",
       "      <th>NOTIFY ADDRESS</th>\n",
       "      <th>BILL OF LADING</th>\n",
       "      <th>ARRIVAL DATE</th>\n",
       "      <th>WEIGHT (LB)</th>\n",
       "      <th>...</th>\n",
       "      <th>DISTRIBUTION PORT</th>\n",
       "      <th>HOUSE vs MASTER</th>\n",
       "      <th>MASTER B/L</th>\n",
       "      <th>CARRIER CODE</th>\n",
       "      <th>CARRIER NAME</th>\n",
       "      <th>CARRIER ADDRESS</th>\n",
       "      <th>CARRIER CITY</th>\n",
       "      <th>CARRIER STATE</th>\n",
       "      <th>CARRIER ZIP</th>\n",
       "      <th>PLACE OF RECEIPT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CONTINENTAL CONAIR LIMITED</td>\n",
       "      <td>. 35 F.,STANDARD CHARTERED TOWER, MILLENNIUM C...</td>\n",
       "      <td>CONAIR CORPORATION</td>\n",
       "      <td>. 150 MILFORD ROAD EAST WINDSOR NJ 08520 U.S.A .</td>\n",
       "      <td>8520</td>\n",
       "      <td>CONAIR CORPORATION</td>\n",
       "      <td>. 150 MILFORD ROAD EAST WINDSOR NJ 08520 U.S.A .</td>\n",
       "      <td>HJSCHKG3B5123700</td>\n",
       "      <td>2013-10-07</td>\n",
       "      <td>18876.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Philadelphia, Pennsylvania</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>HJSC</td>\n",
       "      <td>HANJIN SHIPPING COMPANY LTD</td>\n",
       "      <td>80 EAST RT 4 SUITE 490</td>\n",
       "      <td>PARAMUS</td>\n",
       "      <td>NJ</td>\n",
       "      <td>7652</td>\n",
       "      <td>YANTIAN,GUANGDONG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DHL ISC (HONG KONG) LIMITED</td>\n",
       "      <td>O/B:PUTIAN ANGOLAOD OUTDOOR GOODS CO., LTD LIY...</td>\n",
       "      <td>STONEWALL TRADING COMPANY LP</td>\n",
       "      <td>844 MORAGA DRIVE LOS ANGELES,CA 90049 TEL:310-...</td>\n",
       "      <td>0</td>\n",
       "      <td>FED-EX TRADE NETWORK.TRANSPORT &amp;STONEWALL TRAD...</td>\n",
       "      <td>BROKERAGE(TOWER GROUP)19601844 MORAGA DRIVE LO...</td>\n",
       "      <td>EGLV146300505161</td>\n",
       "      <td>2013-10-07</td>\n",
       "      <td>7772.6</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>EGLV</td>\n",
       "      <td>EVERGREEN LINE</td>\n",
       "      <td>NO 163 SEC 1 HSIN-NAN ROAD LUCHU HSIAN</td>\n",
       "      <td>TAOYUAN HSIEN 338</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>XIAMEN, CHINA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HUGE WAY INTERNATIONAL CO LTD</td>\n",
       "      <td>SEC 2 HIS AN ST PEI TOU DIST</td>\n",
       "      <td>STONEWALL TRADING COMPANY</td>\n",
       "      <td>5900 RODEO RD LOS ANGELES 0</td>\n",
       "      <td>0</td>\n",
       "      <td>STONEWALL TRADING COMPANY</td>\n",
       "      <td>5900 RODEO RD LOS ANGELES</td>\n",
       "      <td>DMALNGB291543</td>\n",
       "      <td>2013-10-07</td>\n",
       "      <td>1894.2</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>H</td>\n",
       "      <td>NYKS2335539080</td>\n",
       "      <td>DMAL</td>\n",
       "      <td>DANMAR LINES LTD</td>\n",
       "      <td>33 WASHINGTON ST - 14TH FL</td>\n",
       "      <td>NEWARK</td>\n",
       "      <td>NJ</td>\n",
       "      <td>7102</td>\n",
       "      <td>NINGBO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ZHEJIANG WUYU APPAREL CO.LTD</td>\n",
       "      <td>YUANJI ROAD NO.6 ECONOMIC DEVELOPMENT ZONE ZHE...</td>\n",
       "      <td>EXCELLED SHEEPSKIN AND LEATHER</td>\n",
       "      <td>COAT CORPORATION 1400 BROADWAY 31ST FLOOR NEW ...</td>\n",
       "      <td>10018</td>\n",
       "      <td>EXCELLED SHEEPSKIN AND LEATHER</td>\n",
       "      <td>COAT CORPORATION 1400 BROADWAY 31ST FLOOR NEW ...</td>\n",
       "      <td>EURFL13907135LAX</td>\n",
       "      <td>2013-10-07</td>\n",
       "      <td>2257.2</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>H</td>\n",
       "      <td>NYKS2372251610</td>\n",
       "      <td>EURF</td>\n",
       "      <td>EURASIA EXPRESS</td>\n",
       "      <td>11222 LA CIENEGA BLVD - #220</td>\n",
       "      <td>INGLEWOOD</td>\n",
       "      <td>CA</td>\n",
       "      <td>90304</td>\n",
       "      <td>SHANGHAI, CHINA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DAMCO CHINA LIMITED SHANGHAI BRANCH</td>\n",
       "      <td>O B YANGZHOU TIANMAO SHOES MAKING CO LTD NO 36...</td>\n",
       "      <td>WOLVERINE WORLD WIDE, INC.</td>\n",
       "      <td>9341 COURTLAND DRIVE ROCKFORD MI 49351 EIN 38-...</td>\n",
       "      <td>0</td>\n",
       "      <td>WOLVERINE WORLD WIDE, INC.</td>\n",
       "      <td>9341 COURTLAND DRIVE ROCKFORD MI 49351 SHIPPIN...</td>\n",
       "      <td>KKLUSH5621783</td>\n",
       "      <td>2013-10-06</td>\n",
       "      <td>123272.6</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>KKLU</td>\n",
       "      <td>KAWASAKI KISEN KAISHA LTD</td>\n",
       "      <td></td>\n",
       "      <td>TOKYO</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>SHANGHAI</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               SHIPPER  \\\n",
       "0           CONTINENTAL CONAIR LIMITED   \n",
       "1          DHL ISC (HONG KONG) LIMITED   \n",
       "2        HUGE WAY INTERNATIONAL CO LTD   \n",
       "3         ZHEJIANG WUYU APPAREL CO.LTD   \n",
       "4  DAMCO CHINA LIMITED SHANGHAI BRANCH   \n",
       "\n",
       "                                     SHIPPER ADDRESS  \\\n",
       "0  . 35 F.,STANDARD CHARTERED TOWER, MILLENNIUM C...   \n",
       "1  O/B:PUTIAN ANGOLAOD OUTDOOR GOODS CO., LTD LIY...   \n",
       "2                       SEC 2 HIS AN ST PEI TOU DIST   \n",
       "3  YUANJI ROAD NO.6 ECONOMIC DEVELOPMENT ZONE ZHE...   \n",
       "4  O B YANGZHOU TIANMAO SHOES MAKING CO LTD NO 36...   \n",
       "\n",
       "                        CONSIGNEE  \\\n",
       "0              CONAIR CORPORATION   \n",
       "1    STONEWALL TRADING COMPANY LP   \n",
       "2       STONEWALL TRADING COMPANY   \n",
       "3  EXCELLED SHEEPSKIN AND LEATHER   \n",
       "4      WOLVERINE WORLD WIDE, INC.   \n",
       "\n",
       "                                   CONSIGNEE ADDRESS  ZIPCODE  \\\n",
       "0   . 150 MILFORD ROAD EAST WINDSOR NJ 08520 U.S.A .     8520   \n",
       "1  844 MORAGA DRIVE LOS ANGELES,CA 90049 TEL:310-...        0   \n",
       "2                        5900 RODEO RD LOS ANGELES 0        0   \n",
       "3  COAT CORPORATION 1400 BROADWAY 31ST FLOOR NEW ...    10018   \n",
       "4  9341 COURTLAND DRIVE ROCKFORD MI 49351 EIN 38-...        0   \n",
       "\n",
       "                                              NOTIFY  \\\n",
       "0                                 CONAIR CORPORATION   \n",
       "1  FED-EX TRADE NETWORK.TRANSPORT &STONEWALL TRAD...   \n",
       "2                          STONEWALL TRADING COMPANY   \n",
       "3                     EXCELLED SHEEPSKIN AND LEATHER   \n",
       "4                         WOLVERINE WORLD WIDE, INC.   \n",
       "\n",
       "                                      NOTIFY ADDRESS    BILL OF LADING  \\\n",
       "0   . 150 MILFORD ROAD EAST WINDSOR NJ 08520 U.S.A .  HJSCHKG3B5123700   \n",
       "1  BROKERAGE(TOWER GROUP)19601844 MORAGA DRIVE LO...  EGLV146300505161   \n",
       "2                          5900 RODEO RD LOS ANGELES     DMALNGB291543   \n",
       "3  COAT CORPORATION 1400 BROADWAY 31ST FLOOR NEW ...  EURFL13907135LAX   \n",
       "4  9341 COURTLAND DRIVE ROCKFORD MI 49351 SHIPPIN...     KKLUSH5621783   \n",
       "\n",
       "  ARRIVAL DATE  WEIGHT (LB)        ...                   DISTRIBUTION PORT  \\\n",
       "0   2013-10-07      18876.0        ...          Philadelphia, Pennsylvania   \n",
       "1   2013-10-07       7772.6        ...                                       \n",
       "2   2013-10-07       1894.2        ...                                       \n",
       "3   2013-10-07       2257.2        ...                                       \n",
       "4   2013-10-06     123272.6        ...                                       \n",
       "\n",
       "  HOUSE vs MASTER      MASTER B/L  CARRIER CODE                 CARRIER NAME  \\\n",
       "0                                          HJSC  HANJIN SHIPPING COMPANY LTD   \n",
       "1                                          EGLV               EVERGREEN LINE   \n",
       "2               H  NYKS2335539080          DMAL             DANMAR LINES LTD   \n",
       "3               H  NYKS2372251610          EURF              EURASIA EXPRESS   \n",
       "4                                          KKLU    KAWASAKI KISEN KAISHA LTD   \n",
       "\n",
       "                          CARRIER ADDRESS       CARRIER CITY CARRIER STATE  \\\n",
       "0                  80 EAST RT 4 SUITE 490            PARAMUS            NJ   \n",
       "1  NO 163 SEC 1 HSIN-NAN ROAD LUCHU HSIAN  TAOYUAN HSIEN 338                 \n",
       "2              33 WASHINGTON ST - 14TH FL             NEWARK            NJ   \n",
       "3            11222 LA CIENEGA BLVD - #220          INGLEWOOD            CA   \n",
       "4                                                      TOKYO                 \n",
       "\n",
       "  CARRIER ZIP   PLACE OF RECEIPT  \n",
       "0        7652  YANTIAN,GUANGDONG  \n",
       "1                  XIAMEN, CHINA  \n",
       "2        7102             NINGBO  \n",
       "3       90304    SHANGHAI, CHINA  \n",
       "4                       SHANGHAI  \n",
       "\n",
       "[5 rows x 34 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_0.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'SHIPPER',\n",
       " u'SHIPPER ADDRESS',\n",
       " u'CONSIGNEE',\n",
       " u'CONSIGNEE ADDRESS',\n",
       " u'ZIPCODE',\n",
       " u'NOTIFY',\n",
       " u'NOTIFY ADDRESS',\n",
       " u'BILL OF LADING',\n",
       " u'ARRIVAL DATE',\n",
       " u'WEIGHT (LB)',\n",
       " u'WEIGHT (KG)',\n",
       " u'FOREIGN PORT',\n",
       " u'US PORT',\n",
       " u'QUANTITY',\n",
       " u'Q.UNIT',\n",
       " u'MEASUREMENT',\n",
       " u'M.UNIT',\n",
       " u'SHIP REGISTERED IN',\n",
       " u'VESSEL NAME',\n",
       " u'CONTAINER NUMBER',\n",
       " u'CONTAINER COUNT',\n",
       " u'PRODUCT DETAILS',\n",
       " u'MARKS AND NUMBERS',\n",
       " u'COUNTRY OF ORIGIN',\n",
       " u'DISTRIBUTION PORT',\n",
       " u'HOUSE vs MASTER',\n",
       " u'MASTER B/L',\n",
       " u'CARRIER CODE',\n",
       " u'CARRIER NAME',\n",
       " u'CARRIER ADDRESS',\n",
       " u'CARRIER CITY',\n",
       " u'CARRIER STATE',\n",
       " u'CARRIER ZIP',\n",
       " u'PLACE OF RECEIPT']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_0.columns.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2365, 34)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_0.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 Filter Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fields = ['ARRIVAL DATE', 'WEIGHT (KG)', 'FOREIGN PORT', 'US PORT', 'QUANTITY', 'Q.UNIT', 'MEASUREMENT',\n",
    "          'SHIP REGISTERED IN', 'VESSEL NAME', 'CONTAINER NUMBER', 'CONTAINER COUNT', 'PRODUCT DETAILS',\n",
    "          'COUNTRY OF ORIGIN', 'CARRIER NAME', 'PLACE OF RECEIPT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_1 = df_0.filter(items=fields)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ARRIVAL DATE',\n",
       " 'WEIGHT (KG)',\n",
       " 'FOREIGN PORT',\n",
       " 'US PORT',\n",
       " 'QUANTITY',\n",
       " 'Q.UNIT',\n",
       " 'MEASUREMENT',\n",
       " 'SHIP REGISTERED IN',\n",
       " 'VESSEL NAME',\n",
       " 'CONTAINER NUMBER',\n",
       " 'CONTAINER COUNT',\n",
       " 'PRODUCT DETAILS',\n",
       " 'COUNTRY OF ORIGIN',\n",
       " 'CARRIER NAME',\n",
       " 'PLACE OF RECEIPT']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1.columns.tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3 Preliminary data exploration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 Arrival date\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "arrival_date_counts = df_1['ARRIVAL DATE'].value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# all values under tresh sum to one category\n",
    "tresh = 10\n",
    "a = arrival_date_counts[arrival_date_counts <= tresh].sum()\n",
    "arrival_date_counts = arrival_date_counts[arrival_date_counts > tresh]\n",
    "\n",
    "# then add to filtered series\n",
    "arrival_date_counts.loc['other dates'] = a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "arrival_date_counts_cumsum = np.cumsum(arrival_date_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "arrival_date_counts_cumsum_norm = arrival_date_counts_cumsum*100/max(arrival_date_counts_cumsum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4efWgcOEiXLnyH8OHf4G391CzxwMH9mX79p20a9eSiROnmO5t9OjhVK5clQYN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\nyKyemc72805m5c90tvcQmZU/09neQ2TymURm+Wf26NTUYKa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87kTM7UD6YYPHImZ3KmMEyi/x7WuXDhQvr222+JiOjw4cM0d+5cUigUdODAAerZsyf99NNPajP1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\nMcYY88j+D1Y0tLlu4sn3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114089c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(15, 8))\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "bar1 = arrival_date_counts.plot(ax=ax1, kind='bar', label = 'Arrival date count', alpha = 0.5)\n",
    "ax1.grid(False)\n",
    "ax1.set_ylabel('Consignment count', fontsize=14)\n",
    "\n",
    "plt.title('ARRIVAL DATE DISTRIBUTION', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "ax1.set_xlabel('Arrival dates', fontsize=14)\n",
    "\n",
    "for tick in ax1.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "\n",
    "for tick in ax1.yaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "major_ticks = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]  \n",
    "ax2.set_yticks(major_ticks)\n",
    "ax2.set_ylabel('Cumulative consignment count (%)', fontsize=14)\n",
    "\n",
    "bar2 = arrival_date_counts_cumsum_norm.plot(ax=ax2, kind='bar', color='red', alpha=0.25, \n",
    "                                            label = 'Cumulative arrival date count (normalised)')\n",
    "\n",
    "ax1.legend(loc='upper center', fontsize=12)\n",
    "ax2.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "for tick in ax1.get_xticklabels():\n",
    "    tick.set_rotation(70)\n",
    "    \n",
    "for tick in ax1.xaxis.get_majorticklabels():\n",
    "    tick.set_horizontalalignment(\"right\")       \n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "fig.savefig('fig2.png', facecolor=fig.get_facecolor(), edgecolor='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "key_dates = arrival_date_counts[arrival_date_counts_cumsum_norm <= 0.75].index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(key_dates)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 Foreign port\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "foreign_port_counts = df_1['FOREIGN PORT'].value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# all values under trash sum to one category\n",
    "tresh = 40\n",
    "a = foreign_port_counts[foreign_port_counts <= tresh].sum()\n",
    "foreign_port_counts = foreign_port_counts[foreign_port_counts > tresh]\n",
    "\n",
    "#then add to filtered df\n",
    "foreign_port_counts.loc['other ports'] = a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "foreign_port_counts_cumsum = np.cumsum(foreign_port_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "foreign_port_counts_cumsum_norm = foreign_port_counts_cumsum*100/max(foreign_port_counts_cumsum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DkZWVBR8fnxKXGy0r27ZtQ25uLr766qtib4nQ1dVFWloaoqOj8eLFiyLrCYIgHcVQFjw9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\nKSmYPHkyHBwc0L59eyxZsiR/fV4Ajx8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M1IULF2yYGQAA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\nAAAAAISk/wCTxNnjFjeAPAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1053af1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(15, 8))\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "bar1 = foreign_port_counts.plot(ax=ax1, kind='bar', label = 'Foreign port count')\n",
    "ax1.grid(False)\n",
    "\n",
    "plt.title('FOREIGN PORT DISTRIBUTION', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "\n",
    "for tick in ax1.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "\n",
    "for tick in ax1.yaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "major_ticks = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]  \n",
    "ax2.set_yticks(major_ticks)\n",
    "    \n",
    "bar2 = foreign_port_counts_cumsum_norm.plot(ax=ax2, kind='bar', color='red', alpha=0.25, \n",
    "                                            label = 'Cumulative foreign port count (normalised)')\n",
    "\n",
    "ax1.legend(loc='upper center', fontsize=12)\n",
    "ax2.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "for tick in ax1.get_xticklabels():\n",
    "    tick.set_rotation(70)\n",
    "    \n",
    "for tick in ax1.xaxis.get_majorticklabels():\n",
    "    tick.set_horizontalalignment(\"right\")       \n",
    "\n",
    "ax1.set_ylabel('Consignment count', fontsize=14)\n",
    "ax1.set_xlabel('Ports', fontsize=14)\n",
    "ax2.set_ylabel('Cumulative consignment count (%)', fontsize=14)\n",
    "\n",
    "ax1.set_ylim([0,1.15*1067])    \n",
    "ax2.set_ylim([0,1.15*100])\n",
    "    \n",
    "plt.tight_layout()\n",
    "\n",
    "fig.savefig('fig3.png', facecolor=fig.get_facecolor(), edgecolor='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "key_foreign_ports = foreign_port_counts.index.tolist()[0:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(key_foreign_ports)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'Singapore', u'Pusan', u'Colombo', u'Yantian']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_foreign_ports"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3 US port"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "us_port_counts = df_1['US PORT'].value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# all values under trash sum to one category\n",
    "tresh = 20\n",
    "a = us_port_counts[us_port_counts <= tresh].sum()\n",
    "us_port_counts = us_port_counts[us_port_counts > tresh]\n",
    "\n",
    "#then add to filtered df\n",
    "us_port_counts.loc['other ports'] = a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "us_port_counts_cumsum = np.cumsum(us_port_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "us_port_counts_cumsum_norm = us_port_counts_cumsum*100/max(us_port_counts_cumsum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hwzOMk1eeD4DRo0ezc+dOfv31V3788UeaN2+e7v73L3kKdz/0h4aG8ssvv5CcnMzo0aPN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dy6dYvBgwcDyKHrQic056g8ePCAnTt3kpycjJ+fH8HBwcyaNYu5c+dSUFCgLaSBnJ0ndEduDzEA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\nPHlSkyZNkqenp5o1a6YDBw7I0dFRK1as0IEDBwxOC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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11af9ea10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(15, 8))\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "bar1 = us_port_counts.plot(ax=ax1, kind='bar', label = 'US port count')\n",
    "ax1.grid(False)\n",
    "\n",
    "plt.title('US PORT DISTRIBUTION', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "\n",
    "for tick in ax1.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "\n",
    "for tick in ax1.yaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "major_ticks = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]  \n",
    "ax2.set_yticks(major_ticks)\n",
    "    \n",
    "bar2 = us_port_counts_cumsum_norm.plot(ax=ax2, kind='bar', color='red', alpha=0.25, \n",
    "                                            label = 'Cumulative US port count (normalised)')\n",
    "\n",
    "ax1.legend(loc='upper center', fontsize=12)\n",
    "ax2.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "for tick in ax1.get_xticklabels():\n",
    "    tick.set_rotation(70)\n",
    "    \n",
    "for tick in ax1.xaxis.get_majorticklabels():\n",
    "    tick.set_horizontalalignment(\"right\") \n",
    "    \n",
    "ax1.set_ylabel('Consignment count', fontsize=14)\n",
    "ax1.set_xlabel('Ports', fontsize=14)\n",
    "ax2.set_ylabel('Cumulative consignment count (%)', fontsize=14)        \n",
    "    \n",
    "ax1.set_ylim([0,1.1*1800])    \n",
    "ax2.set_ylim([0,1.1*100])\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "fig.savefig('fig4.png', facecolor=fig.get_facecolor(), edgecolor='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "key_us_port = us_port_counts.index.tolist()[0:1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(key_us_port)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4 Ship registration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ship_registration_counts = df_1['SHIP REGISTERED IN'].value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# all values under trash sum to one category\n",
    "tresh = 30\n",
    "a = ship_registration_counts[ship_registration_counts <= tresh].sum()\n",
    "ship_registration_counts = ship_registration_counts[ship_registration_counts > tresh]\n",
    "\n",
    "#then add to filtered df\n",
    "ship_registration_counts.loc['other countries'] = a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ship_registration_counts_cumsum = np.cumsum(ship_registration_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ship_registration_counts_cumsum_norm = ship_registration_counts_cumsum*100/max(ship_registration_counts_cumsum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UFITBYLCYZDQmUZ/vmM6l1KlTM2DAAPr06cOgQYNYsWKFnhoiIpLEKGkhIvKWq1SpEpUq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\nzU0JCQnaunWrVq9erbVr12rr1q2Ki4uTp6enoqKitHbtWoW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eWXJCcnM3LkSLp27YqJiQklJSVERkYSGxuLp6cn69atE3feEdi2bdu4ffs2hw8fRqVSoVKp1PdW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\nkmgBAAAAVEm0AAAAAKr0C43XVAWAEetJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11bd44c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(15, 8))\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "bar1 = ship_registration_counts.plot(ax=ax1, kind='bar', label = 'Ship registration count')\n",
    "ax1.grid(False)\n",
    "\n",
    "plt.title('SHIP REGISTRATION DISTRIBUTION', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "for tick in ax1.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "\n",
    "for tick in ax1.yaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "major_ticks = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]  \n",
    "ax2.set_yticks(major_ticks)\n",
    "    \n",
    "bar2 = ship_registration_counts_cumsum_norm.plot(ax=ax2, kind='bar', color='red', alpha=0.25, \n",
    "                                            label = 'Cumulative ship registration count (normalised)')\n",
    "\n",
    "ax1.legend(loc='upper center', fontsize=12)\n",
    "ax2.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "for tick in ax1.get_xticklabels():\n",
    "    tick.set_rotation(70)\n",
    "    \n",
    "for tick in ax1.xaxis.get_majorticklabels():\n",
    "    tick.set_horizontalalignment(\"right\")  \n",
    "    \n",
    "ax1.set_ylabel('Consignment count', fontsize=14)\n",
    "ax1.set_xlabel('Countries', fontsize=14)\n",
    "ax2.set_ylabel('Cumulative consignment count (%)', fontsize=14)  \n",
    "\n",
    "ax1.set_ylim([0,1.15*1091])    \n",
    "ax2.set_ylim([0,1.15*100])\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "fig.savefig('fig5.png', facecolor=fig.get_facecolor(), edgecolor='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "key_ship_registration = ship_registration_counts.index.tolist()[0:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(key_ship_registration)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5 Container count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "container_counts = df_1['CONTAINER COUNT'].value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# all values under trash sum to one category\n",
    "tresh = 20\n",
    "a = container_counts[container_counts <= tresh].sum()\n",
    "container_counts = container_counts[container_counts > tresh]\n",
    "\n",
    "# then add to filtered df\n",
    "container_counts.loc['other count'] = a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "container_counts_cumsum = np.cumsum(container_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "container_counts_cumsum_norm = container_counts_cumsum*100/max(container_counts_cumsum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1AAAN\nn0lEQVTCHsiTkZFBSEgI06dPZ+/evQwdOpT58+dTXl5ORkYGQUFBvP7666SmpjJlyhSCg4PJzs5+\n6Oe7f5RIQkICYWFhfPbZZxQXF1umH9+dkhcbG8vs2bMb0aPSGCpaiEiztGbNGvLy8ggODrZ2FGll\nPvzwQxISEsjJyWHNmjXWjiMtXEVFBcuWLSMsLAw7Oztrx5FW5NKlS1RXV9OpUyfi4uIICQlh7969\nll9apWU7evQoV69eZd26dTz33HMMHTqU8PBwduzYQWlpKY6OjgB06dLFMgrR2dmZpUuXYjQamTFj\nBp07dyYvLw+ApKQkgoODGTp0KCaTibCwMGxsbDhw4IClzTfeeANXV1d69uz5QJ7k5GTGjRuHn58f\nRqORRYsWMWXKFEpKSvj000/x9fXF398fV1dXAgMD8fX1/b8LZt8/WnzGjBkMGzaMXr16MW3aNEvB\n4+7ntLOz46c//WkjelQaw8baAUREHtXq1atJTk4mLi6uzh9sIk+Su7s77u7u3Lx5k9DQUEJCQrCx\n0Y9TeTI2b95Mjx498PX1tXYUaWV69erFV199hb29PQDPP/88NTU1LFq0iLCwMNq00bPPlqygoIDu\n3bvXKpZ6eXlRVVXFpUuXcHBweOAaFxeXWtu2trbcvn2b8vJyvv32WxYvXlzreGVlZa0pIvdff6/8\n/HymTJli2TYYDJYHV3fX27uXl5cXO3furMcnvcNoNNbKXVVVVe9r5cnTtywRaTbMZjNLly4lLS2N\nTZs28dJLL1k7krQSRUVF5OTkWOa2AvTs2ZPKykpKS0vr/PIm8jikpaXx3Xff4eXlBdz5kl9TU8Og\nQYP417/+ZeV00tLdLVjc1bNnT6qqqrhx4wZdu3a1Uip5Gu5fQwzuLL4JUF1dXec1P/nJTx7YZzab\nLedv3LjxgYdN9xZF7o7YqEvbtm0fKWt1dbUl7/1TQerKf//9tW5f06ISqYg0G1FRUezbt4/4+HjL\nAlAiT0NBQQFBQUHcuHHDsu/s2bM4OjqqYCFP1LZt20hLSyM1NZXU1FSmTp1K//79+etf/2rtaNLC\n/f3vf2fkyJG1njjn5OTQuXNnFSxaATc3Ny5fvkxJSYllX2ZmJjY2Nri6uj7Sm0Ps7OxwcnLi6tWr\nGI1GjEYjLi4urF+/ntzc3Hrdw9XVlX//+9+19o0fP54vvvgCk8lEVlZWrWOZmZmYTCbgTkGirKzM\ncuzy5ct680kzo6KFiDQLp0+f5s9//jNBQUG4u7vz3XffWf6IPGlDhgyhV69eLFmyhPz8fA4fPsyG\nDRt4++23rR1NWrhnnnnG8iXfaDTSuXNn2rdvX2sos8iTcPdNNcuXL+ebb77hyJEjxMTEaDHCVmLE\niBH06NGDxYsXk5eXx/Hjx4mMjGT8+PHY29vTsWNHAHJzcykvL//R+wUGBrJp0ybS09O5fPkyK1eu\nJCMjo97TfAMCAvj888/ZtWsXly9fJiYmhuLiYgYOHMjMmTM5ePAgW7du5dKlS3z00Uf84x//4K23\n3gKgf//+HDx4kOzsbLKzs4mPj3+kokXHjh25cOECpaWl9b5GHi9ND5FGUZVSnpYDBw5gMBjYsGED\nGzZsAO4M3TMYDOTk5GhurTxRNjY2JCYmsmrVKt544w06depEYGAg06dPt3Y0EZEnwsHBgaSkJKKi\nopg0aRJ2dna8+eabzJs3z9rR5CkwGAxs3ryZ9957Dz8/Pzp27Mhrr73GwoULgTt/P15//XUWLVr0\n0EXR7/09Yfbs2dy6dYuIiAhKSkro27cvSUlJODs7P3BuXQYNGsR7773H5s2biYyMpF+/fmzZsgVb\nW1s8PDxYv349sbGxrF+/HpPJxKZNmyxvnZs5cybnz5/H39+fn/3sZyxZsoR33323zpx1CQwMZP36\n9Vy5coXQ0NAf7zx57AxmTdgRERERERERkSZIjyZFREREREREpElS0UJEREREREREmiQVLURERERE\nRESkSVLRQkRERERERESaJBUtRERERERERKRJUtFCRERERERERJokFS1EREREREREpElS0UJERKQZ\n+eGHH4iOjubll19m4MCBvPrqqyQmJlJVVfXY2khOTq73uWPGjGH37t2Pre2m6lH6RERERB4fg9ls\nNls7hIiIiPy44uJipk6dirOzM0FBQXTr1o1z584RERHBsGHDiImJaXQbJ0+exN/fn3PnztGmzY8/\n2/j+++/p1KkT7dq1a3TbTdWj9omIiIg8PjbWDiAiIiL1ExMTQ7t27fjTn/5E27ZtAXBxccHBwYGA\ngAD8/f0ZMGBAo9qoqanBYDBQ32caXbp0aVR7zcGj9omIiIg8PnpcICIi0gxUVFTw+eef4+/vbylY\n3DVkyBC2bt3K888/D0BJSQnLly9n5MiRDB48mODgYIqLiwE4ceIEPj4+7Ny5Ex8fH7y8vAgODqai\nooIrV64wY8YMzGYzHh4enDx5kqqqKqKjo/Hx8cHDw4MxY8awfft2S9v3Tg/x9/cnISGBOXPm4Onp\nia+vL//85z8t55aWlhISEoK3tzcvvPAC4eHhlJWV1coVERGBt7c38fHxD/RBTU0NsbGxjB49msGD\nB/Ob3/yGa9euAWA2m/njH//I2LFj8fT0xN/fn9zcXMu1ffr0ISMjw7KdkpKCj49Pg/pEREREnh4V\nLURERJqBwsJCbt68iYeHR53Hhw4dSvv27QF45513yMvL4w9/+ANbt27l4sWLhISEWM69fv06f/vb\n30hKSiI+Pp709HQ+++wznn32WeLi4jAYDBw9epSBAweyZcsWjhw5QlxcHPv372fSpElERkZaigX3\n27JlCxMmTCAtLY1+/foRHh5uGaGwZMkSiouL2b59O4mJiVy8eJElS5ZYri0qKqKsrIyUlBQmTZr0\nwL0/+OAD/vKXvxAZGcnu3bu5ffs2oaGhAMTHx/PRRx8RFhZGSkoK3bp1Y86cOZSXlz+0Tw0GwyP3\niZeX10PvJyIiIo+fihYiIiLNQElJCQB2dnb/97y8vDxOnjxJdHQ0Hh4eeHh4EBMTw5EjR8jPzweg\nurqasLAwevXqxciRIxk1ahTZ2dkYDAbs7e0BcHJyom3btvTu3ZvVq1czYMAAunXrxrx586iqquLi\nxYt1tj9q1Ch+9atfYTQaefvtt7l69SpFRUVcvnyZ9PR03n//fZ577jn69evH2rVrOXjwIEVFRcCd\nIsLcuXMxGo08++yzD9x7586dLFiwgFGjRmEymVi5ciUeHh7U1NSwbds2goKCePHFF3FzcyMiIoK2\nbduyZ8+eevVvffvExkYza0VERJ4m/eQVERFpBrp06YLZbKa4uBij0fjQ8/Lz87G1tcVkMln2ubm5\nYW9vT35+Pg4ODgC17mFra/vQt4/84he/4MsvvyQ6OpqCggJycnIwGAxUV1fXeX737t1r3RegsrKS\ngoICzGazZUrGXW3atOHixYuWBS7rKlYA3Lhxgxs3buDu7m7ZZzQaWbhwIdevX6e4uLjWeh42NjZ4\neHhQUFBQ5/3qUt8+ERERkadHRQsREZFmoHv37tjb25OVlVXnFJGFCxcyYcIEOnToUOf11dXVtQoN\n96+L8bBFJjdu3MiuXbuYPHkyv/zlL1m5ciUvvfTSQ3Pef9+7qqqq6NSpU50jH5ydncnKygKwTHG5\n3/97O8nDrrn/M9+f53717RMRERF5ejQ9REREpBlo06YNEyZM4JNPPqGysrLWsa+++or9+/fj5OSE\nyWSirKys1giDCxcuUFZWVmv0xcPcu84DwI4dO1i2bBmLFi1i3LhxloUzH5XJZKK8vJzq6mqMRiNG\no5GamhrWrFlDaWnpj15va2uLo6Mj586ds+z75ptvGDlyJDU1NTg7O3PmzBnLsaqqKnJycnBzcwPu\nFCTuzV5YWFjv7Pf3iYiIiDw9KlqIiIg0E++88w63b99m1qxZHD9+nMLCQlJSUli4cCGTJ09m4MCB\nmEwmfHx8CA0NJTs7m6ysLEJDQ/H29qZPnz4/2kbHjh0ByMnJoaKiAgcHBw4fPkxhYSFff/01v//9\n7zEYDFRUVNQr893RCj179uSFF15g8eLFZGVlkZubS0hICN9//z1du3at170CAgKIi4vjyy+/JD8/\nn4iICDw8POjcuTOzZs0iPj6eQ4cOUVBQwPLly7l9+zbjx48HoH///nz66adcunSJw4cPk5KSUq82\n7+2Ts2fP1vtzi4iIyOOhooWIiEgz4ejoyPbt23FzcyM0NJSJEyeSlJTE/PnzWbVqleW8999/H1dX\nV2bOnMncuXPp3bs3CQkJ9Wqjd+/ejBw5krfeeoujR48SFRVFXl4eEydOZOnSpbz66qt4enpaRjwY\nDAbLSIS6RiTcuy8mJoYePXowe/ZsAgICeOaZZ9i8eXO9P//cuXMZN24cwcHB+Pn5YW9vT1RUFACB\ngYH4+fmxYsUKJk+ezLfffsvHH3+Mo6MjAMuXL6e4uJiJEyeSmJjIb3/723q3e7dPpk+fztGjR+t9\nnYiIiDSewawJmyIiIiIiIiLSBGmkhYiIiIiIiIg0SSpaiIiIiIiIiEiTpKKFiIiIiIiIiDRJKlqI\niIiIiIiISJOkooWIiIiIiIiINEkqWoiIiIiIiIhIk6SihYiIiIiIiIg0SSpaiIiIiIiIiEiTpKKF\niIiIiIiIiDRJ/wPMA3Wuu3ytygAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11bc5b790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(15, 8))\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "bar1 = container_counts.plot(ax=ax1, kind='bar', label = 'Container count')\n",
    "ax1.grid(False)\n",
    "\n",
    "plt.title('CONTAINER COUNT DISTRIBUTION', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "\n",
    "for tick in ax1.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "\n",
    "for tick in ax1.yaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "major_ticks = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]  \n",
    "ax2.set_yticks(major_ticks)\n",
    "    \n",
    "bar2 = container_counts_cumsum_norm.plot(ax=ax2, kind='bar', color='red', alpha=0.25, \n",
    "                                            label = 'Cumulative container count (normalised)')\n",
    "\n",
    "ax1.legend(loc='upper center', fontsize=12)\n",
    "ax2.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "for tick in ax1.get_xticklabels():\n",
    "    tick.set_rotation(0)\n",
    "    \n",
    "# for tick in ax1.xaxis.get_majorticklabels():\n",
    "#     tick.set_horizontalalignment(\"right\")    \n",
    "\n",
    "ax1.set_ylim([0,1.1*2500])    \n",
    "ax2.set_ylim([0,1.1*100])\n",
    "\n",
    "ax1.set_ylabel('Consignment count', fontsize=14)\n",
    "ax1.set_xlabel('Container count', fontsize=14)\n",
    "ax2.set_ylabel('Cumulative consignment count (%)', fontsize=14)            \n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "fig.savefig('fig5.png', facecolor=fig.get_facecolor(), edgecolor='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "key_container_count = container_counts.index.tolist()[0:1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(key_container_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.6 Country of origin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "country_origin_counts = df_1['COUNTRY OF ORIGIN'].value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# all values under trash sum to one category\n",
    "tresh = 20\n",
    "a = country_origin_counts[country_origin_counts <= tresh].sum()\n",
    "country_origin_counts = country_origin_counts[country_origin_counts > tresh]\n",
    "\n",
    "# then add to filtered df\n",
    "country_origin_counts.loc['other countries'] = a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "country_origin_counts_cumsum = np.cumsum(country_origin_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "country_origin_counts_cumsum_norm = country_origin_counts_cumsum*100/max(country_origin_counts_cumsum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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geHp6ol27diU+B6WR/9Cf/3kqSs2aNXHkyBH4+/vjyJEjePToEZ4/f45nz57h4MGDMDEx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\nwwb89ttvcHZ2RnJyMnx8fKTb9+jRA25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Tpk3TsGHDtGXLFhUUFCg2Nla//PKL\nCgoK9Pbbb1ve+Q3s2rVLNWvWLBUy9OnTR3369NHixYvVvHlzubu7m+fatWunXbt2SZL27t2r0NBQ\n85ybm5tatGih77//ntACAAAAAIBreOyxx8yvJG3QoIGGDx+uSZMmyWg0qmnTpoqNjS1X3e7du5tf\n2mEymSSp1BtInZ2dFRERofj4+D99JapFbw9p2rSp1q9fr6eeekqDBg1ScHCwhg0bpvXr1+uuu+4q\n15f4b0ePHlX9+vW1du1aPfjgg+rWrZtmzZqlwsJCnTlzRnXr1i11fZ06dXTq1ClJ0q+//lpm3s/P\nzzwPAAAAAAD+T0FBgSRpxYoVWrFihRISEpSYmKhx48Zp5cqVKikp0caNG8tVOy4uTnfccYeWLl2q\nnTt3aufOnVq2bJmCg4M1duxYrVq1Sjk5OZo5c+af1rLoTgtJcnV1Vf/+/cvVsCXy8vKUnZ2tlStX\nKj4+XpcuXdJLL72k4uJi5efnq0aNGqWur1Gjhvkf8pUrV244DwAAAAAA/s+BAwd0+fJlDR06VMXF\nxRo7dqwyMjLMTzF07txZ27ZtU0REhNW1582bpzlz5qht27bmsfDwcMXHx2vMmDF69tlnNXnyZEVG\nRmrGjBk3rGVRaPHdd9/plVde0eHDh1VYWFhmft++fVZ+hbKcnJyUl5en1157TQ0aNJAkTZw4URMn\nTtRjjz2mS5culbq+oKDA/LiIq6trmYCioKBAPj4+Fe4LAAAAAICqxs3NTUOHDlX//v31yy+/aNiw\nYeZHOSTJw8NDFy9eLFftvLw8OTuXjRsMBoO5Zq1ata6ZL/w3i0KLyZMnq3HjxhoxYoRcXV2tbNcy\ndevWlZOTkzmwkKTAwEBdvXpVfn5+OnjwYKnrc3Jy5O/vL0mqV6+ecnJyysw3a9bsT9f18akpZ2fL\nDgCpqKVTe9ySdVB+JpNJ8naX4Q//sjo6k8Eg+XmWeobM0bFPjoF9cgzsk2NgnxwD++Q42CvHwD7d\nXI0bN9Ydd9xh/r127drKyMgwz+fl5cnLy6tctXv27KlJkyYpJiZGrVq1kslk0v79+5WQkKCIiAjl\n5+dr8eLFFr3Yw6LQ4tdff9WiRYvUpEmTcjVsiTZt2qi4uFg//fSTmjZtKkk6dOiQatWqpTZt2ujt\nt9/WlStX5ObmJum3gzt/f8tI69attXPnTnOt/Px8ZWRkKCoq6k/Xzc29fBO+zbWYNGXJdp06l3+L\n1rv5bvN1V8KzYZIq/1842zHJ5Xy+9P8PjakSjEYV5lwU+2Tn2CfHwD45BvbJMbBPjqFK7pPEXjkK\n9qki/P09bzj/8ccf6+DBg4qNjdXp06d16dIldezYUd988406dOigtLQ0hYWFlWvt6dOnKz4+Xs8+\n+6yKiook/Xb45mOPPabo6Ght3bpVGRkZeu211/60lkWhxYMPPqjPP//cohCgvO644w5169ZNkydP\nVlxcnPLz8/X666/r8ccfV1hYmAICAhQdHa1Ro0Zp8+bN2rNnjxISEiRJffv21bJly7R48WJFRERo\nwYIFql+/Pm8OAQAAAADgGvr166fJkyfrySeflNFo1MyZM1W7dm1NmzZNhYWFCgoKUq9evcpV29XV\nVTNmzNCUKVN0+PBhOTs7q1GjRqpZs6YkKSIiwuKzMiwKLZ599ln17dtXqampCggIKHMry4oVK6z8\nCtc2e/ZsvfLKKxo8eLCcnJz06KOPaty4cTIajVq0aJGmTJmivn37qlGjRlq4cKHq168vSQoICNC8\nefOUkJCgt956SyEhIVq4cKFNegIAAAAAoKpxcXG55p0OycnJ5aqXnp6u9u3by9nZWenp6WXmc3Nz\nzb9bc4OBRaHF+PHj5ePjo27dut20My0kqWbNmnrllVf0yiuvlJlr2LDhDf/hderUSZ999tlN6w0A\nAAAAAFzbkCFDtHXrVtWpU0dDhgy57nUGg0GZmZkW17UotDhw4IBWr16toKAgiwsDAAAAAIDq4cCB\nA9f8vaKMllzUrl07/fTTTzZbFAAAAAAAVF0///yz+fWm27ZtU1xcnD7++GOr61h0p0V4eLimTp2q\n9evXq2HDhnJyKv2K0DFjxli9MAAAAAAAqHpWr16tmJgYLVu2TN7e3ho+fLjatWun9evX6+TJkxo5\ncqTFtSwKLdLS0tSiRQvl5OQoJyen1Jw9vF8WAAAAAADYh8WLF2vGjBm65557lJiYqODgYC1fvlzb\nt29XdHS07UOL8p4eCgAAAAAAqpeTJ08qLCxMkvTll1/q4YcfliQ1aNBA58+ft6qWRaGFJGVlZWnf\nvn0qKiqSyWQyjxsMBvXt29eqRQEAAAAAQNXUsGFDbd26VXXr1tXRo0d1//33S5L+9a9/qUmTJlbV\nsii0WLJkiZKSkuTt7S0PD49Sc4QWAAAAAADgd6NGjdL48eNVXFys+++/X82bN9esWbOUkpKi+fPn\nW1XLotBi+fLlmjBhgoYOHVquhgEAAAAAQPXQq1cvdejQQadPn1bz5s0lSf3799fQoUPl5+dnVS2L\nQovCwkL16NHD+k4BAAAAAEC14+Pjo4KCAmVnZ0uSXFxclJ+fr+zsbDVs2NDiOhaFFo888ohWrVql\n6Oho3hYCAAAAAACu66uvvtL06dP166+/lho3mUwyGAzKzMy0uJZFoUVubq42bNigNWvWKCAgQC4u\nLqXmV61aZfGCAAAAAACg6nrllVfUpk0bjRgxQrVq1apQLYtCiyZNmmj48OEVWggAAAAAAFR9p0+f\n1j//+U+rHgO5HotCi5EjR1Z4IQAAAAAAUPW1b99eu3btunWhxeTJk685bjAY5OLiIn9/f/Xo0UPN\nmjWrcEMAAAAAAMBxtW3bVnFxcdq8ebMaNWpU5oiJMWPGWFzLotDCw8NDq1atUuvWrRUSEiKTyaT9\n+/dr586d6t69u06dOqWlS5fqjTfeUNeuXa37NgAAAAAAoMpIT09Xq1atlJubq9zc3FJz1r7cw6LQ\n4siRIxoxYoRGjx5danzx4sXavXu3Fi9erI8++khz584ltAAAAAAAoBpLTk62WS2jJRd9++23evjh\nh8uM9+zZU9u2bZMkdezYUT///LPNGgMAAAAAAI7phx9+0AsvvKCHHnpIvXv31siRI5Wenm51HYtC\ni4YNG+qzzz4rM75+/XrdfvvtkqRffvlFvr6+VjcAAAAAAACqjs8//1wDBgyQ0WjU448/rv79+8vJ\nyUnDhg3Txo0brapl0eMh0dHRioqKUlpamv7yl7+Yz7TYt2+f3nzzTWVmZmrs2LGKjIws1xeqHkxy\ncTaqhrNFOZFDcHE2SjJJsu6ZJAAAAABA1TVv3jyNHz9egwcPNo8NHjxY77zzjubNm6eIiAiLa1kU\nWtx7771at26dPvroIx08eFBOTk5q3769XnvtNdWvX18//fSTEhISdP/991v9ZaqTu45lqE7u5cpu\nw2b8L9eU1L6y2wAAAAAA2JFjx45d87zLrl27KikpyapaFoUW0m+PiIwbN+6ac02bNlXTpk2tWrg6\nKiosUlFBUWW3YTNFhVXnuwAAAAAAbCMoKEhpaWkaOHBgqfEtW7aoQYMGVtW6bmjx1FNPadGiRfLy\n8tKTTz55w9eSrFq1yqpFAQAAAABA1TRq1CiNGjVKu3fv1t133y1J2rt3rzZs2KDXX3/dqlrXDyj6\nVgAAIABJREFUDS3Cw8Pl4uIiSfrrX/9agXYBAAAAAEB10bVrVy1dulTvvfeePvzwQ7m5uSkwMFAp\nKSlq1aqVVbWuG1qMHDnymr//7ty5c/Lx8bnhHRgAAAAAAKD6ad26tQIDA3XbbbdJkr7++ms1btzY\n6joWvcoiJydHL774ojIzM1VQUKBnnnlGHTt2VEREhH766SerFwUAAAAAAFXT999/r65du2rlypXm\nscTERPXq1UuZmZlW1bIotIiLi9OpU6fk5eWlf//739q/f79Wrlype++9V/Hx8dZ1DwAAAAAAqqyE\nhAT1799fL774onls3bp1euSRR6zOECx6e8i2bdv04YcfKiAgQF988YW6du2qdu3aqW7dunrooYes\n6x4AAAAAAFRZBw8e1Ouvv17mOIknnnjC6hd5WHSnhbOzs0wmky5fvqwdO3aoS5cukn57bMTDw8Oq\nBQEAAAAAQNXVoEEDbd26tcz4jh075O/vb1Uti+60CA8P19SpU1WzZk25uLioa9eu2rZtm+Lj43X/\n/fdbtSAAAAAAAKi6RowYoejoaH333Xdq2bKlJCkzM1OffvqpXn75ZatqWRRazJgxQ2+88YZOnDih\nhQsXysPDQz/99JPuu+8+jRkzxvpvAAAAAAAAqqTevXvL19dXKSkp+uijj+Ti4qI77rhD77zzjtq2\nbWtVLYtCi1q1amnatGmlxp555hmrFgIAAAAAANVDeHi4wsPDK1zHotCioKBAq1ev1g8//KCioiKZ\nTKZS86+++mqFGwEAAAAAAPgji0KLKVOmaOPGjerUqZNq1ap1s3sCAAAAAACwLLTYtGmTFixYoI4d\nO97sfgAAAAAAACRZ+MpTLy8v1atX72b3AgAAAAAAqoiSkhJlZ2erqKhIBQUF5aphUWjx/PPP65VX\nXtGhQ4d09epVlZSUlPoBAAAAAACQpKKiIs2aNUutW7dWz549dfLkSU2YMEEvvviiLl++bFUti0KL\nBQsW6Ntvv9VDDz2kkJAQtWzZstQPAAAAAACAJM2dO1dff/21li1bJldXV0nSwIEDlZGRoZkzZ1pV\ny6IzLWbPnm19lwAAAAAAoNpZt26dZs+erXbt2pnHQkNDlZCQoKioKL388ssW17IotOjQoYMkKSsr\nS1lZWSouLlZgYKDuuusuK1sHAAAAAABVWW5ururUqVNm3N3dXVeuXLG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poqarVarly5IiKiDL67d+8uGzdu1Fq3Zt/dvXu31HExISFBbt26JSJ/DeZFpMp928WLF5XySZMm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\nERERkV5i0oKIiIiIiIiI9NL/AzmB1jm1kxESAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11bd1a150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(15, 8))\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "bar1 = country_origin_counts.plot(ax=ax1, kind='bar', label = 'Country of origin count')\n",
    "ax1.grid(False)\n",
    "\n",
    "plt.title('COUNTRY OF ORIGIN DISTRIBUTION', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "\n",
    "for tick in ax1.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "\n",
    "for tick in ax1.yaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "major_ticks = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]  \n",
    "ax2.set_yticks(major_ticks)\n",
    "    \n",
    "bar2 = country_origin_counts_cumsum_norm.plot(ax=ax2, kind='bar', color='red', alpha=0.25, \n",
    "                                            label = 'Cumulative country of origin (normalised)')\n",
    "\n",
    "ax1.legend(loc='upper center', fontsize=12)\n",
    "ax2.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "for tick in ax1.get_xticklabels():\n",
    "    tick.set_rotation(0)\n",
    "    \n",
    "ax1.set_ylabel('Consignment count', fontsize=14)\n",
    "ax1.set_xlabel('Countries', fontsize=14)\n",
    "ax2.set_ylabel('Cumulative consignment count (%)', fontsize=14)             \n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "fig.savefig('fig6.png', facecolor=fig.get_facecolor(), edgecolor='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "key_country_origin = country_origin_counts.index.tolist()[0:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(key_country_origin)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.7 Carrier name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "carrier_name_counts = df_1['CARRIER NAME'].value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# all values under trash sum to one category\n",
    "tresh = 20\n",
    "a = carrier_name_counts[carrier_name_counts <= tresh].sum()\n",
    "carrier_name_counts = carrier_name_counts[carrier_name_counts > tresh]\n",
    "\n",
    "# then add to filtered df\n",
    "carrier_name_counts.loc['other carriers'] = a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "carrier_name_counts_cumsum = np.cumsum(carrier_name_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "carrier_name_counts_cumsum_norm = carrier_name_counts_cumsum*100/max(carrier_name_counts_cumsum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kLoQQQgghhBBCFJb/wqwi7/UYF0IIIYQQQgghhCgc9+7dY9GiRVy+fJnU1FRe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\nP5Wfn6+goCBdvnxZJ0+eVEREhJ5//nnde++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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11aa95c10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(15, 8))\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "bar1 = carrier_name_counts.plot(ax=ax1, kind='bar', label = 'Carrier name count')\n",
    "ax1.grid(False)\n",
    "\n",
    "plt.title('CARRIER NAME DISTRIBUTION', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "\n",
    "for tick in ax1.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "\n",
    "for tick in ax1.yaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "major_ticks = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]  \n",
    "ax2.set_yticks(major_ticks)\n",
    "    \n",
    "bar2 = carrier_name_counts_cumsum_norm.plot(ax=ax2, kind='bar', color='red', alpha=0.25, \n",
    "                                            label = 'Cumulative carrier name count (normalised)')\n",
    "\n",
    "ax1.legend(loc='upper center', fontsize=12)\n",
    "ax2.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "for tick in ax1.get_xticklabels():\n",
    "    tick.set_rotation(70)\n",
    "    \n",
    "for tick in ax1.xaxis.get_majorticklabels():\n",
    "    tick.set_horizontalalignment(\"right\") \n",
    "    \n",
    "ax1.set_ylim([0,1.2*1000])    \n",
    "ax2.set_ylim([0,1.2*100])  \n",
    "\n",
    "ax1.set_ylabel('Consignment count', fontsize=14)\n",
    "ax1.set_xlabel('Carrier name', fontsize=14)\n",
    "ax2.set_ylabel('Cumulative consignment count (%)', fontsize=14)  \n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "fig.savefig('fig7.png', facecolor=fig.get_facecolor(), edgecolor='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "key_carrier_name = carrier_name_counts.index.tolist()[0:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'EXPEDITORS INTERNATIONAL OF WASHINGTON INC',\n",
       " u'NYK LINE (NIPPON YUSEN KAISHA)',\n",
       " u'APL CO PTE LTD-NOL GROUP',\n",
       " u'HAPAG LLOYD A G']"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_carrier_name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.8 Place of receipt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_1.loc[df_1['PLACE OF RECEIPT'].isin(['CHENNAI (FORMERLY', 'CHENNAI, IN']), 'PLACE OF RECEIPT'] = 'CHENNAI'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_1.loc[df_1['PLACE OF RECEIPT'].isin(['CHITTAGONG, BD', 'CHITTAGONG, BA']), 'PLACE OF RECEIPT'] = 'CHITTAGONG'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "place_receipt_counts = df_1['PLACE OF RECEIPT'].value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CHENNAI              1424\n",
       "CHITTAGONG            260\n",
       "YANTIAN                88\n",
       "XIAMEN                 83\n",
       "SHANGHAI               56\n",
       "MUHAMMAD BIN QASI      39\n",
       "NHAVA SHEVA, IN        33\n",
       "NINGBO                 32\n",
       "PORT QASIM             31\n",
       "BAHRAIN                18\n",
       "MUNDRA, IN             17\n",
       "KAOHSIUNG              17\n",
       "CHENNAI, INDIA         16\n",
       "SALALAH                15\n",
       "XIAMEN, CHINA          14\n",
       "GUATEMALA CITY         14\n",
       "HONG KONG              13\n",
       "YANTIAN, CHINA         13\n",
       "KARACHI                 9\n",
       "HONG KONG, HK           8\n",
       "NINGBO, CHINA           8\n",
       "XIAMEN, FUJIAN          8\n",
       "NINGBO,ZHEJIANG         8\n",
       "YANTIAN, CN             7\n",
       "XIAMEN,CHINA            7\n",
       "SHANGHAI, CHINA         7\n",
       "KEELUNG                 6\n",
       "SHANGHAI CITY           6\n",
       "PORT KLANG              4\n",
       "FUZHOU CN               4\n",
       "                     ... \n",
       "YANTIAN, PC             2\n",
       "KEAMARI, KARACHI        2\n",
       "QINGDAO                 1\n",
       "GUATEMALA               1\n",
       "JAWAHARLAL NEHRU        1\n",
       "JIANGYIN, FUQING        1\n",
       "NINGBO, PC              1\n",
       "DA CHAN BAY, CN         1\n",
       "DALIAN                  1\n",
       "YANTIAN, SHENZHEN       1\n",
       "KAOHSIUNG, TAIWAN       1\n",
       "JAKARTA, ID             1\n",
       "JIEYANG                 1\n",
       "KARACHI PAKISTAN        1\n",
       "PORT QASIM, PAKIS       1\n",
       "                        1\n",
       "XIAMEN, CN              1\n",
       "COCHIN, IN              1\n",
       "XIAMEN CN               1\n",
       "HO CHI MINH - CAT       1\n",
       "LOS ANGELES             1\n",
       "DALIAN, CHINA           1\n",
       "TIPITAPA, NI            1\n",
       "YANTIAN - CY            1\n",
       "KAOHSIUNG, CHINA(       1\n",
       "YANGSHAN, PC            1\n",
       "HAI PHONG CITY, N       1\n",
       "BREMERHAVEN, GERM       1\n",
       "SHANGHAI,CHINA          1\n",
       "NHAVA SHEVA             1\n",
       "Name: PLACE OF RECEIPT, dtype: int64"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "place_receipt_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# all values under trash sum to one category\n",
    "tresh = 20\n",
    "a = place_receipt_counts[place_receipt_counts <= tresh].sum()\n",
    "place_receipt_counts = place_receipt_counts[place_receipt_counts > tresh]\n",
    "\n",
    "# then add to filtered df\n",
    "place_receipt_counts.loc['other locations'] = a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "place_receipt_counts_cumsum = np.cumsum(place_receipt_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "place_receipt_counts_cumsum_norm = place_receipt_counts_cumsum*100/max(place_receipt_counts_cumsum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zzUJ+/vkg1tZW5MvnwJgxEyhQoCB//32ZWbM+JywsjPj4ONq27UDLlq0BWLx4\nAbt3/0T+/A4UL/6iWd1vvfU2S5Yswsfns0Tnm0hGOTk5U7z4i1y9esUs/exZfxYsmENMTAy3b4fy\nyiu1GTFiLAC//PIzixd/hdEI9vZ2DBs2irJlX8bf/zQLFswlKioKCwsDPXv2oW7d+onaPH36JPPn\nz+bhw4dYW1vRu3d/qlRxZfjwQcTGxvLee12YMmU6RYsWM23j4+NNWNh9bty4bho5mNw9L7338cdH\n4i1ZsohLl/7izp3b3Llzm3LlyjNixFiOHz+W4j0quWPi63uAb7/9mvh4I7lz58bLawguLpVYsmQR\nYWH3GTLkIwCzzwMH9qVy5ar4+5/m1q0gXF2rMWbMRL7++itCQ0OYNGksY8d64+JSKbNPBxERkeeO\nghbPoT/+CKRUqdKmgMUjjo4FaNCgUZrqiImJ4dtvv2fv3t1MmjSWpUtXUrp0WUaP/ojt27cl+bCe\nlD17dlGlSlU6deoGwEcfDWbnzh/p0KEzhw4dpHTpMrRp48mSJYswGAy88kodIiMjOX8+kPLlK7Bn\nz0/UrVufPHnyMGbMR3To0Jm6desTHR3NRx8Npnjx4rz2WtNE7d66FcTChUv5559/6Nu3BxUrVqJU\nqTJp6teECaNp3boNHh5tCQ6+xaBB/XB3r8fkyePT1L6391gaNHiN9u07EhERzgcf9KFQocJ4e0+l\nXbvWTJgwJclhvZcv/8X69duwt7fn1Knf+Omn7cyfvxhbW1uOHTvM6NEfs2LFWhYv/oqYmBhWrdpI\nbGwsQ4d+wKlTv3Hq1G9YWlrxzTfLAVi4cB4LFszhww9HmLXzxx/nGTRoGFWquLJ58wYmTRrP4sXL\n6N27HwcO7E3ytZWkj0ldRo0ahpfXEF59tRGhoaH06dOdF18sASQe1fL45zNnTrF06ffY29szcuSH\nbNmykV69+pidE086cGAfXbr0NH2+ceM6tWvXZciQjzh4cB9z586kSZNmfPfdN4SGhrJs2WosLCyY\nOnUS8+bNYvjwkQCULl0Wb++pAMyZMyNN5/ratd8zduwkihUrTmhoKG3btqR9+46J+ggQHHyLdetW\nsW3bHqysrFizZiUBAWdxd6/P2LEfM378ZF5+uTwREeH07duLUqVKc+fObXx99/Pdd6uxsbFh5Mhh\nZnW6u9dn6tRJREdHY2Njk2S7Ik/r7Nkz3LhxjYoVK3P8+FFT+oYNa+jdux9ubtWJjIykXbvWtGnj\nibNzISYFon+vAAAgAElEQVRPHs+8eV9TpkxZDh7cz8KFcxk/fgpTp05ixox5FClSxHRPWLBgCYUK\nFTbVGxZ2n3HjRjJ9+pdUqFCRS5f+YuDAPixevJzPP59Ft27vmo0EedzDhw9NwdBvv12c6J731Vdz\nGDZsRLrv4y4ulczuUQEBZ/nmmxU4ODjg7T2Wb79dzIABg5O9R929eyfJYzJw4FC++GIqCxd+S5Ei\nL/Dbb8cZOXIYq1ZtTPXvcuPGNebOXcQ///xD586enDr1G336DGD37p+S/R4RERH5L1LQ4jlkMFhg\nNGbsNZVGjRoDUKxYcQoWdKJ06bKmzw8e3E9zPe3avcvp06dYs2YlV69e5dKlv6hUqUqK2yS8V72V\n8uUr8OOPW/HyGkJUVBSnTv3GgwdhfP31fAAiI6P4888/kgxavP32O1hYWJAnTx5ee60pR44cNgta\nJNevsLAwLl78k7feehuAQoUKs3r1pjS3HxUVhb//aWbOTCiTO3ceWrR4iyNHfqVJk2YAGJOZk69M\nmZdNgaZffz3E9evX6N+/l+md8/DwB4SFhXH8+DEGDfoQACsrK+bMWQjAvHmziIgI59ixwwDExsZS\noEDBRO2ULVvO9HrKW2+9zZdfTicsLCzZv0dyx+Ty5UvExMTw6quNgITh1Q0bNubIkV+pVq1GsvUB\nVKtWw7SvL79cPsX2Ae7fv0dERDhFihQxpVlbW+PuXg+AcuUqEBaWcF4ePvwrfft+gIVFwuJHnp4d\nGD36I9N2rq7VzOpOy7k+bdoMfv31Z3bt2sHly5cAiIxMeqi/s3MhypYtR8+enahTpx516tSlRo1X\nuHz5EtevX2fq1Emmv2l09EP++OM8ly//RcOGjbGzswMSroENG9aY6syVKxe5c+cmKOgmL71UIsVj\nJZKahw+j6NWrM0ajkbi4OBwcHJkw4ROcnQuZlRszZiJ+fodYvnwpf/99mYcPHxIZGcmZM6cpU6as\naV6Mhg1fo2HD1/Dz+4Xbt0MZPXqY6Ry3tLTk4sU/zYIWv/9+luLFX6RChYTXUUqVKk2VKq6cPHki\n1XtH1ar/m7vjl19+TvKe9zT38SdHLLz2WlMcHByAhPvk7NkzGDBgcLL9Su6YbNq0npo1a1GkyAsA\nVK9ekwIFCnD+/LkU9xOgXr0GQML1X6xYcbP7ZHLfIyIiIv9FClo8hypWrMTly5eJjIw0G20REhLM\nZ5/5MGXKdMD8Hz0xMTFmdVhb/+/XXEvL5E4Dg+kfpknVATB//mzOnz9Hy5atqV79FeLiYs22SUrL\nlq3p1asLLVu+TUREOK6u1fjnnwgAFixYavql+f79e9ja2iVZh6Wlpen/4+PjsbQ0X703uX5ZWSVs\n9/gvbleu/E3BggXT1H58EnOaxMfHExsbm+I+A2Z/q/j4eF5/vQX9+nmZ0kJDQ8iXLx+WlpZm/QsO\nvoWdnR3x8fEMHjyc2rXdgYQASnT0w0TtPHlsEtKSX904uWMSHx+XqKzRmLCvBoP5uREba35u2Nra\nmv4/od6Uz4mEQJx5GSsr68fyDabz+clycXHmx9/ePpdZfmrnelRUFD17dqJhw8a4ulajZcvW/Pzz\nwWQfGgwGA3PnLiIw8BzHjx9h9uwZ1KhRk7feepu8efOa/YJ89+4dcufOw/z5s836/fjf6PH9SCpd\nJL2enNMiOf37v0e5cuWpXbsujRs3IyDgLEajMcnz8OLFC8THx1OyZGmzeWdCQ0NxdHQ0K5vUd8DT\n3ieTuuc9zX383r27Zu2k9h3ypCfvy/C/Y5Lcvj55n3zyOzS990kREZH/qpS/pSVHcnJypnnzN5g6\ndZLpYT8iIpwZMz7FwcERGxsbHBwcCQwMAODevXucPn0y3e04ODiY6jh71p/bt0MTlTl27DDt2nWk\nefM3cXBw4NixI489KFsm+Y9UJydnXFwq8tlnPrz1VsIqEbly5aZixcqsWpUwDPjBgwf07/8eP/98\nIMm+7dq1A6PRSFhYGPv27TH9YpVav3Llyk358i7s2LENSHjNZMCA3kRHR6ep/Vy5clGpUhU2blwL\nJMzJ8dNP23nlldppOaQmtWrVYc+enaZjunHjOgYP7g9AzZq12LFjG0ajkejoaMaOHcGpUyepXdud\nDRvWEBsbS3x8PFOnTmLBgrmJ6v7zz/P89dcFAH74YSNVqriSO3ee//97JA5EJHdM8ubNh5WVFb6+\nCccgNDSEAwf2UatWHRwcHLl1K4h79+5hNBrx9T2Ypv1O7pzIly8fefPmM80TAkk/+Dw6dps3bzAd\nh02b1qX7+D/u6tUrREb+w/vv96du3fqcPHmC2NiYJIM2ABcu/EnXru0pWbIUXbr0oEOHTly48Ccv\nvVQSGxtbdu3aASQcx65dO/DHH4HUru3O/v17CA8PJz4+np07t5vVGRERTnR0NIULF0mqSZF0SS1w\nDAn3uD/+CKR//0E0aNCI4OBbXL9+jfj4eCpVqszff182jTry9T3A5MnjqVy5CteuXTF9n/z553k6\ndmxDaGiIWd2VKlXmypW/Td8ff/11kdOnT1G9es009w8SrvUNG9Ymuuc97X388XYPHTrIP/9EEB8f\nz9atm03fIcndoypVqszly5cSHZOaNWtx9OgRbt68AcCJE8cIDg6mUqXKODg4cv58IJAwcuvYsSNp\n2u/k+iAiIvJfpZEW6WGRhTGedNY9bNhIli79mn79emFlZUV0dAwNGjSiV68+QMKQ+UmTxtG5sydF\nihQ1/WMxQdpmbO/ffyBffDGNH37YSPnyLlSo4JKoTI8e7zN37sz/f/fYEldXN65duwpAnTp1+fLL\nhIkFn/yFqlWrNowfP5JPP/3fsnsTJnzCjBmf0r37u8TGxtK8+Zs0a/ZGkn17+DCK99/vTmTkP7Rt\n257q1WuaPfCm1K8JE6bwxRfTWL9+DRYWBkaOHIejYwEmTJjCjBnTU21//PgpzJgxjR9//MFU7s03\n30rXsa1Vqw6dO3dn6NAPsLCwJHfu3Pj4fA5Ar159mDXrc3r06Eh8fDxNmjSnQYNG1K7tzvz5s+jZ\nsxNGo5GyZcvh5TU0UbsFChRk0aL53Lx5A0fHAowdOwmASpWq8PXXXzFmzEd88on5hI9JHRNn50JM\nnfoFX345nW++WUh8fBy9evXBza06kPCKznvvdcHJyTnJifiS8vg50aVLD7O8hg0bc/jwL6alBpNb\nWaB79/dMxyE+Ph4Xl0oMHfro9ZAnt0n97/Hyy+Vwd69Pp05tyZs3H8WLF6dkyVJcv37VbLTHI2XL\nvkyTJs15770u2Nvnws7OjsGDh2NlZcW0aV8wc+ZnrFy5jLi4OPr0GUDlylUBuHTpIr17dyVv3nyU\nLVuO+/fvmeo8evQwdevWx8pKt+TnlbNj0qPCnkXdaVmVI2/evHTt2pOePTvj4JCf/PkdqFLFlWvX\nrlK9ek0mTJjMlCkTiI+PI1eu3Eya5EP+/A5MmTKdefNmER0djdFoZPz4yYmCbfnzOzB58jRmzJjO\nw4dRWFhYMGbMBIoVK05Q0M00rxrSo0fvZO956b2PP9muo2MBhg8fzP3793B1rUbXrgnz6SR3j0qo\nO/ExeemlkgwbNoLRo4cTHx+Pra0d06d/Sa5cuWne/A2OHPmVd999B2dn5/+/FxiT/Bs9/vnVVxsx\nYcIoRowYm6GArIiIyL+FwZjWnzz+pUJCHqSxZHYdpme7ZOfzYODAvnh6dqBhw8bPuis5zsmTJ5g5\n8zPT6izPk5s3bzBu3EgWL172rLuS7QYP7s/gwcNM823I80bfD8+TJ1f1EBER+bdyds77rLuQKfR6\nSJoZsuk/SU1af6WT58sLLxTlzTdbsmVL6rPu/5v4+h7A1bWaAhbPNX0/iIiIiGQVjbRI80gLERER\nERERkeeDRlqIiIiIiIiIiGQhBS1EREREREREJEdS0EJEREREREREciQFLUREREREREQkR1LQQkRE\nRERERERyJAUtRERERERERCRHUtBCRERERERERHIkBS1EREREREREJEdS0EJEREREREREciQFLURE\nREREREQkR1LQQkRERERERERyJAUtRERERERERCRHUtBCRERERERERHIkBS1EREREREREJEdS0EJE\nREREREREciQFLUREREREREQkR3pmQYvo6GhatWqFn59foryYmBhatWrF3LlzzdIPHz5M69atcXNz\no1u3bly5csUsf/ny5TRs2JDq1aszatQooqKisnQfRERERERERCTrPJOgRXR0NB9++CEXLlxIMn/+\n/PmJ8oKCghgwYAAeHh5s2LABJycnBgwYYMrftWsXs2fPxtvbm+XLl3P27FmmTZuWpfuROuO/5D8R\nERERERGR7GeV3Q1evHiRYcOGJZsfGBjI+vXrKV26tFn62rVrcXFxoVevXgD4+PhQr149/Pz8cHd3\nZ9myZXTt2pVGjRoBMHHiRHr27MmIESOwt7fPsv1JzZfrThFy9/kc8eHsaMfQdm7PuhsiIiIiIiLy\nH5XtQYujR4/i7u7OkCFDcHV1NcuLj49nzJgxfPTRR6xevdos7/Tp09SsWdP02c7OjooVK3Lq1Clq\n166Nv7+/2cgLNzc34uLiCAgIoEaNGlm7UykIuRtF0J3IZ9a+iIiIiIiIyPMq24MWHTt2TDZv8eLF\nFChQgNatWycKWgQHB1OoUCGzNCcnJ4KCgggLC+Phw4dm+ZaWljg4OHDr1q3M3QERERERERERyRbZ\nHrRIzqVLl1i6dCkbN25MMj8qKgobGxuzNBsbG6Kjo00TbiaXLyIiIiIiIiLPnxyz5OmYMWPo168f\nL7zwQpL5tra2iQIQ0dHR2Nvbm4IVSeXb2dllTYdFREREREREJEvliJEWN27c4LfffuPcuXPMnDkT\ngIcPH3LmzBnOnDnDokWLKFy4MKGhoWbbhYaGUq5cORwdHbG1tSUkJISyZcsCEBcXx71793B2ds72\n/RERERERERGRjMsRQYsiRYqwe/dus7QhQ4ZQvXp13n//fQBcXV05fvy4KT8yMpKAgAAGDBiAwWCg\nSpUqnDhxAnd3dwBOnjyJlZUVFStWzL4dEREREREREZFMkyOCFhYWFrz44otmaba2tuTPn980uWbb\ntm1ZsmQJCxcupGnTpsybN4+iRYuaghSdOnVi3LhxlC9fniJFiuDt7Y2np+czXe5URERERERERJ7e\nMw1aGAyGNOcVK1aMOXPm4OPjw4IFC3Bzc2P+/Pmm/BYtWnDjxg0mTpxITEwMzZo1Y8SIEVnWdxER\nERERERHJWgaj0Wh81p14lkJCHmRh7UZGLzpM0J3ILGwj6xQpYI9PnzpA8sElERERERERyXmcnfM+\n6y5kihyzeoiIiIiIiIiIyOMUtBARERERERGRHElBCxERERERERHJkRS0EBEREREREZEcSUELERER\nEREREcmRFLQQERERERERkRxJQQsRERERERERyZEUtBARERERERGRHElBCxERERERERHJkRS0EBER\nEREREZEcSUELEREREREREcmRFLQQERERERERkRxJQQsRERERERERyZEUtBARERERERGRHElBCxER\nERERERHJkRS0EBEREREREZEcSUELEREREREREcmRFLQQERERERERkRxJQQsRERERERERyZEUtBAR\nERERERGRHElBCxERERERERHJkRS0EBEREREREZEcSUELEREREREREcmRFLQQERERERERkRzJ6ll3\nQERERERERET+HaKioti6dSu+vr74+/tz584dLCwsKFiwIJUrV6ZRo0a88cYb2Nvbp6k+BS1ERERE\nREREJEOio6NZtGgRy5Yto2TJktStW5fXX38dBwcH4uPjuXv3LufPn2fNmjVMmzaNLl260LdvX2xs\nbFKsV0ELEREREREREcmQDh060LhxY7Zv346Tk1OKZa9evcqaNWto164dW7ZsSbGswWg0GjOzo8+b\nkJAHWVi7kdGLDhN0JzIL28g6RQrY49OnDmB41l0RERERERGRdHB2zput7d25c4cCBQpk+jaaiFNE\nREREREREMiS9AYu0bqOghYiIiIiIiIhkuitXrvD+++9Tu3ZtatWqRe/evfnrr7/SVYeCFiIiIiIi\nIiKS6T7++GMaNGjAqlWrWLFiBS4uLgwdOjRddShoISIiIiIiIiIZMnr0aK5fv26WdvfuXdzd3Sld\nujTlypXDzc2NkJCQdNWr1UNEREREREREJEOaNm3K0KFDKV++PP3796do0aIMHTqUzp07Y21tjdFo\nJDo6mgkTJqSrXgUtRERERERERCRDGjduTOPGjdm9ezcDBw6kUqVK9O/fH19fXy5evIjBYKBkyZLY\n29unq95n9npIdHQ0rVq1ws/Pz5Tm5+eHp6cn1apV480332T9+vVm2xw+fJjWrVvj5uZGt27duHLl\niln+8uXLadiwIdWrV2fUqFFERUVly76IiIiIiIiICDRr1owNGzbg7u7OBx98wNSpUylQoAAuLi7p\nDljAMwpaREdH8+GHH3LhwgVT2uXLl+nXrx/Nmzfnhx9+YMCAAUyaNIkDBw4AcPPmTQYMGICHhwcb\nNmzAycmJAQMGmLbftWsXs2fPxtvbm+XLl3P27FmmTZuW3bsmIiIiIiIi8p+0f/9+vvnmG3bs2EHz\n5s3ZsGEDr7zyCv369WPSpEncunUr3XVme9Di4sWLtG/fnmvXrpml79ixAxcXF/r06cOLL75Iq1at\n8PDwYOvWrQCsXbsWFxcXevXqRZkyZfDx8eHmzZumkRrLli2ja9euNGrUiEqVKjFx4kQ2btxIZGRk\ndu+iiIiIiIiIyH/K+PHjmTJlCgEBAXz11Vf06dMHg8FAy5Yt2bRpE66urvTu3ZspU6akq95sD1oc\nPXoUd3d31qxZg9FoNKW3aNGC8ePHJyofFhYGwJkzZ6hZs6Yp3c7OjooVK3Lq1Cni4+Px9/c3y3dz\ncyMuLo6AgIAs3BsRERERERER+fHHH1m0aBFffPEF69at4/Dhw9y5cwcAg8HA22+/zZYtW6hcuXK6\n6s32iTg7duyYZHqJEiXMPoeGhrJ9+3a8vLwACA4OplChQmZlnJycCAoKIiwsjIcPH5rlW1pa4uDg\n8FTDT0REREREREQk7cqXL8+sWbN49dVXCQgIoFChQjg6OpqVsbCwwMPDI131PrOJOFMSGRmJl5cX\nRYoUMQU5oqKisLGxMStnY2NDdHS0acLN5PJFREREREREJOvMnj2bF154gV27dhEXF8e3336LwWDI\ncL05bsnT8PBw+vTpw/Xr11m1ahW2trYA2NraJgpAREdH4+joaApWJJVvZ2eXPR0XERERERER+Y9y\ncnJi1KhRmV5vjhppcffuXbp27cr169dZsWIFxYsXN+UVLlyY0NBQs/KhoaE4Ozvj6OiIra0tISEh\npry4uDju3buHs7NztvVfRERERERE5L9o+vTppjkp0+Lu3bt8+umnqZbLMUGLmJgY+vbty/3791m5\ncmWiOS5cXV05ceKE6XNkZCQBAQG4ublhMBioUqWKWf7JkyexsrKiYsWK2bYPIiIiIiIiIv9FpUuX\npk2bNowbN46DBw/y8OHDRGXCw8M5ePAgH3/8MR4eHpQuXTrVenPM6yFLly4lICCAxYsXY2dnZxpV\nYW1tTf78+Wnbti1Llixh4cKFNG3alHnz5lG0aFHc3d0B6NSpE+PGjaN8+fIUKVIEb29vPD09sbe3\nf5a7JSIiIiIiIvKv5+npSfPmzVm1ahXe3t7cunWLokWL4ujoaHoT4ubNmxQpUoR27doxZswY8ufP\nn2q9zzRoYTAYTBNz7Ny5k7i4OHr27GlWpnr16qxcuZJixYoxZ84cfHx8WLBgAW5ubsyfP99UrkWL\nFty4cYOJEycSExNDs2bNGDFiRLbuj4iIiIiIiMh/Vb58+ejbty99+/bljz/+4Pfff+f27dtYWFhQ\nsGBBKlWqRNmyZdNVp8FoNBqzqL/PhZCQB1lYu5HRiw4TdCcyC9vIOkUK2OPTpw6Q8RlfRURERERE\nJPs4O+d91l3IFDlmTgsRERERERERkccpaCEiIiIiIiIiOZKCFiIiIiIiIiKSIyloISIiIiIiIiKZ\nZu7cuURGJp7bMTw8nGnTpqWrrhyz5KmIiIiIiIiIPJ8uXLhASEgIAPPmzaNcuXLkzZs3UZnVq1cz\ncuTINNeroIWIiIiIiIiIZMjt27fp2bOn6fOgQYMSlcmVKxe9evVKV70KWoiIiIiIiIhIhtSuXZvA\nwEAAGjduzPr16ylQoECG61XQQkREREREREQyzb59+zKtLgUtRERERERERCTTXL16lS+//BJ/f39i\nY2MxGo1m+QcOHEhzXQpaiIiIiIiIiEim+fjjj7l//z7dunUjT548GapLQQsRERERERERyTS///47\nGzdupGzZshmuyyIT+iMiIiIiIiIiAkDJkiW5fft2ptSlkRYiIiIiIiIikml69erFuHHj6N69Oy++\n+CLW1tZm+e7u7mmuS0ELEREREREREck0I0eOBGDy5MmJ8gwGA+fOnUtzXQpaiIiIiIiIiEimCQwM\nzLS6FLQQERERERERkUxz9erVFPNffPHFNNeloIWIiIiIiIiIZJpmzZphMBgwGo2mNIPBgMFgwMLC\ngrNnz6a5LgUtRERERERERCTT7N271+xzXFwcV65cYe7cufTr1y9ddSloISIiIiIiIiKZplixYonS\nXnrpJfLnz8/w4cNp1KhRmuuyyMR+iYiIiIiIiIgk69atW+kqr5EWIiIiIiIiIpJpZs2alSgtIiKC\nXbt2Ua9evXTVpaCFiIiIiIiIiGSa48ePm302GAxYW1vj4eFBz54901WXghYiIiIiIiIikmmWL1+e\naXUpaCEiIiIiIiIimcrf359vvvmGixcvEh8fT6lSpejcuTPu7u7pqkcTcYqIiIiIiIhIpvnpp5/o\n2LEjFhYWtG/fnnbt2mFpacn777/Pnj170lVXhkda3LlzhwIFCmS0GhERERERERH5F5gzZw7Dhw+n\nR48eprQePXrw7bffMmfOHJo2bZrmutI00sLFxYU7d+4kSr927RpNmjRJc2MiIiIiIiIi8u927do1\nXnvttUTpr732GpcuXUpXXcmOtNi0aRPr168HwGg00r9/f6yszIuHhIRQqFChdDUoIiIiIiIiIv9e\nZcqUwdfXl65du5qlHzhwgOLFi6errmSDFq+//jrXr18H4MSJE1SvXp3cuXOblcmdOzfNmzdPV4Mi\nIiIiIiIi8u81cOBABg4cyMmTJ6latSoAZ86cYdeuXXzxxRfpqivZoEWuXLnw8vICoFixYrRo0QJb\nW9sMdFtERERERERE/u1ee+01vv76a77//nvWrl2LnZ0dpUqVYvXq1VSuXDlddaVpIs42bdpw8eJF\nzp49S2xsLEaj0Szf09MzXY2KiIiIiIiIyL+Xq6srpUqVokiRIgAcOnSIkiVLprueNAUtFi1axIwZ\nM8ifP3+iV0QMBoOCFiIiIiIiIiICwKlTp+jbty/t2rVj+PDhAEydOpX79+/z9ddf4+Likua6DMYn\nh00kwd3dnd69e/Pee+89fa9zqJCQB1lYu5HRiw4TdCcyC9vIOkUK2OPTpw5geNZdERERERERkXRw\nds77zNpu3749tWrVYtiwYRgM/3ue/Oyzzzh58iTff/99mutK05KnMTExmT7hZnR0NK1atcLPz8+U\nduPGDXr16kW1atVo2bIlvr6+ZtscPnyY1q1b4+bmRrdu3bhy5YpZ/vLly2nYsCHVq1dn1KhRREVF\nZWqfRURERERERCRlf/zxBx06dDALWAB06NCBgICAdNWVpqDF22+/zcqVKxPNZfG0oqOj+fDDD7lw\n4YJZev/+/SlQoADr16/n7bffZtCgQaYVTIKCghgwYAAeHh5s2LABJycnBgwYYNp2165dzJ49G29v\nb5YvX87Zs2eZNm1apvRXRERERERERNKmePHi/PLLL4nSjxw5grOzc7rqStOcFnfv3mXXrl1s3bqV\nYsWKYW1tbZa/cuXKNDd48eJFhg0blijdz8+Pv//+m9WrV2Nvb0+ZMmXw8/Nj/fr1DB48mDVr1uDi\n4kKvXr0A8PHxoV69evj5+eHu7s6yZcvo2rUrjRo1AmDixIn07NmTESNGYG9vn+b+iYiIiIiIiPwX\nnD59ms8//5zly5dz5coVRo4ciYWFBS+//DITJkwAYO3ataxZswZra2v69etneuZOSf/+/RkxYgS/\n/fYblSpVAuDcuXNs376dSZMmpauPaQpalC5dmn79+qWr4uQcPXoUd3d3hgwZgqurqyn9zJkzuLi4\nmAUYatSowYkTJ0z5NWvWNOXZ2dlRsWJFTp06Re3atfH39zcbeeHm5kZcXBwBAQHUqFEjU/ouIiIi\nIiIi8m+wePFitmzZYlpsY+rUqXz44YfUrFmTCRMmsGfPHtzc3Fi+fDmbNm0iKiqKjh07Uq9evUQD\nGZ7UsmVLChQowOrVq1m3bh3W1taUKFGCb7/9lurVq6ern2kKWnh5eaWr0pR07NgxyfSQkBAKFSpk\nllawYEGCgoIACA4OTpTv5OREUFAQYWFhPHz40Czf0tISBwcHbt26lWl9FxEREREREfk3KFGiBPPm\nzePjjz8G4PfffzcNFGjQoAG//PILFhYW1KhRAysrK/LkyUPJkiU5f/48lStXTrV+d3d33N3dM9zP\nNAUtHu1EcqZPn57hjkRGRmJjY2OWZmNjQ3R0NABRUVHJ5j+acDOl7UVEREREROTfJHPmXHy2nt1K\njc2aNTPNIQmYzWGZO3duwsPDiYiIIG/e/61CkitXLh48yMoVOBNLU9DC0tLS7HNsbCxXr17l3Llz\ndO/ePVM6YmtrS3h4uFladHS06XURW1vbRAGI6OhoHB0dTcGKpPLt7OxSbNfRMRdWVpYplsmIr8dk\n7qorIiIiIiIikvCQbTx0CEN8/LPuSroZLSww1K+faHWNZ8nC4n/rdERERJAvXz7y5Mlj9pz+KD07\npbWxpugAACAASURBVCloMXXq1CTTly5dmu7lSpJTuHBhzp8/b5YWGhpqmlm0cOHChP4fe/ceVXWV\n/3/8dQ53EBAFbURNRS2wEhUdGFOzUJnsjs3YRTOdGiXNJBVviASiZqml4qVGS3QGy6z5pVOWmjEp\n5mW8i5VaSnlJlFFElNv5/eG3kwxq5yD44cDzsRZrwd4f3p/35+2a0fPus/fOySk337p1a/n5+cnN\nzU2nTp1Sy5YtJUklJSX673//+5s7k+bmXqiU/K/OonELN+vEmYIqvEfVuaWeh1KeD5eR3T8AAAAA\nuDqLXHLzJQdsWshsVlFOnqrys1ZAgPdvX3SFkJAQbd26VR07dlRGRobCw8N15513aubMmSosLNSl\nS5d0+PBhtWrVqooyvjqbjjy9lh49emjt2rWVkkjbtm2VlZVlXeohSdu3b7du1tm2bVvrppzS5eUk\n+/fvV2hoqEwmk+68884y8zt27JCzs7NCQkIqJT8AAAAAAGqquLg4vfnmm+rbt6+Ki4sVFRUlf39/\n9evXT08++aQGDBig2NjYctsyXM2cOXNUUFD+P96fP39eU6dOtSsvm960KL1K5yo/P1/p6eny8/Oz\n64bX0qlTJwUGBiouLk7Dhg3T+vXrtWvXLqWkpEiSoqOjtWjRIi1YsECRkZGaO3euGjVqZN3Y48kn\nn1R8fLxuu+023XLLLUpMTFSfPn047hQAAAAAgKsIDAxUenq6JKlZs2ZKS0srd83jjz+uxx9//Ddj\nHTx4UKdOnZIkzZ07V61bty6zH8Yv16Snp2vMmDE252hT0yIkJOSqa23c3NyUnJxs883+15UxzWaz\nUlNTNW7cOEVHR6tp06ZKTU1Vo0aNJF0u5uzZs5WSkqL58+crNDRUqamp1t+///77dezYMU2aNElF\nRUXq0aOH4uLiKpwbAAAAAACwzenTp/Xss89af37xxRfLXePp6amBAwfaFddkuXKL0GvYsmVL2V8y\nmeTi4qKWLVuqTp06dt2wujl1qip3PmVPCwAAAACoGha5ZG5y3D0tIv6g6rSnRWW69957tWLFCtWr\nV++GY9n0pkWnTp0kSYcOHdKhQ4dUUlKi5s2bO3zDAgAAAAAAVK7169dXWiybmhZnz55VXFycNmzY\nIF9fX5WUlCg/P19hYWFKTU0tt04FAAAAAADUTtnZ2Zo5c6b27Nmj4uJi/e8Cjw0bNtgcy6amRVJS\nkk6dOqV//etfatGihaTLG2iMGTNGU6ZMsW6WCQAAAAAAarfRo0fr7Nmz6t+//w2v0LCpafHFF1/o\n3XfftTYsJKlly5aaOHGinnvuuRtKAAAAAAAA1Bz79u3TypUr1bJlyxuOZbblInd396uOm0wmlZSU\n3HASAAAAAACgZmjWrJlOnz5dKbFsetPi3nvv1SuvvKJp06apefPmkqTDhw8rKSlJ3bt3r5REAAAA\nAACA4xs4cKDi4+P1zDPPqEmTJnJxcSkzHxERYXMsm5oWo0aN0gsvvKA//vGP1vUo58+f1z333KP4\n+Hg7UgcAAAAAADXZmDFjJF3eH/N/mUwmZWVl2RzLpqaFj4+P0tLS9M033+jQoUNyd3dX8+bNrW9d\nAAAAAAAASNKBAwcqLZZNTYuSkhK9/fbbCggI0GOPPSZJGjBggLp06aJBgwZVWjIAAAAAAMDxXbp0\nSWvWrNGRI0fUr18/HThwQEFBQQoICLArjk0bcU6bNk3Lly8vE7x3795atmyZZs6caV/mAAAAAACg\nxjpy5Ih69eqlN998UwsWLFBeXp7S09P1wAMPaO/evXbFsqlpsXr1as2YMUNdunSxjj3++ON69dVX\n9cEHH9iXPQAAAAAAqLGSk5MVGRmpzz//3LoJ54wZM9SrVy+lpKTYFcumpsWlS5fk5uZWbrxOnTrK\nz8+364YAAAAAAKDm2rFjh5566imZTCbrmNls1l/+8he7NuGUbGxadOvWTUlJScrOzraO/fjjj5oy\nZUqZty8AAAAAAEDt5unpqVOnTpUb//bbb+Xj42NXLJs24oyPj9cLL7ygnj17ljny9A9/+IMSEhLs\nuiEAAAAAADBWYWGhxo4dqx9//FF16tSxfrYfM2aMzGazWrVqVeHP+3379tXEiRM1cuRISdKhQ4eU\nmZmpWbNm6YknnrArlk1Ni7p162rZsmU6ePCgDh48KBcXFzVr1kxBQUH2Zw8AAAAAAAz1/vvvy8vL\nS8uXL9cPP/ygxMREubq6KjY2VmFhYUpISNDatWsVGRlpd+yYmBh5e3srOTlZBQUFGjx4sOrXr69n\nn33W7hNIbWpa/KJly5Zq2bKlXTcAAAAAAADVy8GDB9W1a1dJUrNmzXT48GGVlpYqLCxMktS1a1dt\n2rSpQk0LSerXr5/69eunCxcuqKSkRN7e3hWKY1f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tW99wQkDlsRidQCVgDxkAAAAAle/D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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c6ac750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(15, 8))\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "bar1 = place_receipt_counts.plot(ax=ax1, kind='bar', label = 'Place of receipt count')\n",
    "ax1.grid(False)\n",
    "\n",
    "plt.title('PLACE OF RECEIPT DISTRIBUTION', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "for tick in ax1.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "\n",
    "for tick in ax1.yaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "major_ticks = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]  \n",
    "ax2.set_yticks(major_ticks)\n",
    "    \n",
    "bar2 = place_receipt_counts_cumsum_norm.plot(ax=ax2, kind='bar', color='red', alpha=0.25, \n",
    "                                            label = 'Cumulative place of receipt count (normalised)')\n",
    "\n",
    "ax1.legend(loc='upper center', fontsize=12)\n",
    "ax2.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "for tick in ax1.get_xticklabels():\n",
    "    tick.set_rotation(70)\n",
    "    \n",
    "for tick in ax1.xaxis.get_majorticklabels():\n",
    "    tick.set_horizontalalignment(\"right\") \n",
    "    \n",
    "ax1.set_ylim([0,1.6*1000])    \n",
    "ax2.set_ylim([0,1.6*100])\n",
    "\n",
    "ax1.set_ylabel('Consignment count', fontsize=14)\n",
    "ax1.set_xlabel('Location', fontsize=14)\n",
    "ax2.set_ylabel('Cumulative consignment count (%)', fontsize=14)  \n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "fig.savefig('fig8.png', facecolor=fig.get_facecolor(), edgecolor='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "key_place_receipt = place_receipt_counts.index.tolist()[0:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'CHENNAI', u'CHITTAGONG', u'YANTIAN', u'XIAMEN']"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_place_receipt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4 Filtering by Relevant Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'Singapore', u'Pusan', u'Colombo', u'Yantian']"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_foreign_ports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'Los Angeles, California']"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_us_port"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'PANAMA', u'HONG KONG', u'SINGAPORE', u'LIBERIA']"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_ship_registration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_container_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'Singapore', u'China', u'South Korea']"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_country_origin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'EXPEDITORS INTERNATIONAL OF WASHINGTON INC',\n",
       " u'NYK LINE (NIPPON YUSEN KAISHA)',\n",
       " u'APL CO PTE LTD-NOL GROUP',\n",
       " u'HAPAG LLOYD A G']"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_carrier_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'CHENNAI', u'CHITTAGONG', u'YANTIAN', u'XIAMEN']"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_place_receipt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_2 = df_1[df_1['FOREIGN PORT'].isin(key_foreign_ports)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1821, 15)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_3 = df_2[df_2['US PORT'].isin(key_us_port)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1503, 15)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_3.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_4 = df_3[df_3['SHIP REGISTERED IN'].isin(key_ship_registration)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1465, 15)"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_4.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_5 = df_4[df_4['CONTAINER COUNT'].isin(key_container_count)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1385, 15)"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_5.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_6 = df_5[df_5['COUNTRY OF ORIGIN'].isin(key_country_origin)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1385, 15)"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_6.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_7 = df_6[df_6['CARRIER NAME'].isin(key_carrier_name)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1365, 15)"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_7.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_8 = df_7[df_7['PLACE OF RECEIPT'].isin(key_place_receipt)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1362, 15)"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_8.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ARRIVAL DATE</th>\n",
       "      <th>WEIGHT (KG)</th>\n",
       "      <th>FOREIGN PORT</th>\n",
       "      <th>US PORT</th>\n",
       "      <th>QUANTITY</th>\n",
       "      <th>Q.UNIT</th>\n",
       "      <th>MEASUREMENT</th>\n",
       "      <th>SHIP REGISTERED IN</th>\n",
       "      <th>VESSEL NAME</th>\n",
       "      <th>CONTAINER NUMBER</th>\n",
       "      <th>CONTAINER COUNT</th>\n",
       "      <th>PRODUCT DETAILS</th>\n",
       "      <th>COUNTRY OF ORIGIN</th>\n",
       "      <th>CARRIER NAME</th>\n",
       "      <th>PLACE OF RECEIPT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2013-10-04</td>\n",
       "      <td>9559.0</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Los Angeles, California</td>\n",
       "      <td>1507</td>\n",
       "      <td>CTN</td>\n",
       "      <td>0</td>\n",
       "      <td>PANAMA</td>\n",
       "      <td>NYK APOLLO</td>\n",
       "      <td>NYKU8274687</td>\n",
       "      <td>1</td>\n",
       "      <td>ONE THOUSAND FIVE HUNDRED &amp; SEVEN CARTONS ONLY...</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NYK LINE (NIPPON YUSEN KAISHA)</td>\n",
       "      <td>CHENNAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2013-10-04</td>\n",
       "      <td>132.0</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Los Angeles, California</td>\n",
       "      <td>22</td>\n",
       "      <td>CTN</td>\n",
       "      <td>0</td>\n",
       "      <td>PANAMA</td>\n",
       "      <td>NYK APOLLO</td>\n",
       "      <td>NYKU8274687</td>\n",
       "      <td>1</td>\n",
       "      <td>TWENTY TWO CARTONS ONLY. LADIES 98% COTTON 2% ...</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NYK LINE (NIPPON YUSEN KAISHA)</td>\n",
       "      <td>CHENNAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2013-10-04</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Los Angeles, California</td>\n",
       "      <td>21</td>\n",
       "      <td>CTN</td>\n",
       "      <td>0</td>\n",
       "      <td>PANAMA</td>\n",
       "      <td>NYK APOLLO</td>\n",
       "      <td>NYKU8274687</td>\n",
       "      <td>1</td>\n",
       "      <td>TWENTY ONE CARTONS ONLY. LADIES 98% COTTON 2% ...</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NYK LINE (NIPPON YUSEN KAISHA)</td>\n",
       "      <td>CHENNAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2013-10-04</td>\n",
       "      <td>165.0</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Los Angeles, California</td>\n",
       "      <td>28</td>\n",
       "      <td>CTN</td>\n",
       "      <td>0</td>\n",
       "      <td>PANAMA</td>\n",
       "      <td>NYK APOLLO</td>\n",
       "      <td>NYKU2810972</td>\n",
       "      <td>1</td>\n",
       "      <td>TWENTY EIGHT CARTONS ONLY. MENS 54.3% POLYESTE...</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NYK LINE (NIPPON YUSEN KAISHA)</td>\n",
       "      <td>CHENNAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2013-10-04</td>\n",
       "      <td>165.0</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Los Angeles, California</td>\n",
       "      <td>28</td>\n",
       "      <td>CTN</td>\n",
       "      <td>0</td>\n",
       "      <td>PANAMA</td>\n",
       "      <td>NYK APOLLO</td>\n",
       "      <td>NYKU2810972</td>\n",
       "      <td>1</td>\n",
       "      <td>TWENTY EIGHT CARTONS ONLY. MENS 65% POLYESTER ...</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NYK LINE (NIPPON YUSEN KAISHA)</td>\n",
       "      <td>CHENNAI</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ARRIVAL DATE  WEIGHT (KG) FOREIGN PORT                  US PORT  QUANTITY  \\\n",
       "18   2013-10-04       9559.0    Singapore  Los Angeles, California      1507   \n",
       "19   2013-10-04        132.0    Singapore  Los Angeles, California        22   \n",
       "20   2013-10-04        126.0    Singapore  Los Angeles, California        21   \n",
       "21   2013-10-04        165.0    Singapore  Los Angeles, California        28   \n",
       "22   2013-10-04        165.0    Singapore  Los Angeles, California        28   \n",
       "\n",
       "   Q.UNIT  MEASUREMENT SHIP REGISTERED IN VESSEL NAME CONTAINER NUMBER  \\\n",
       "18    CTN            0             PANAMA  NYK APOLLO      NYKU8274687   \n",
       "19    CTN            0             PANAMA  NYK APOLLO      NYKU8274687   \n",
       "20    CTN            0             PANAMA  NYK APOLLO      NYKU8274687   \n",
       "21    CTN            0             PANAMA  NYK APOLLO      NYKU2810972   \n",
       "22    CTN            0             PANAMA  NYK APOLLO      NYKU2810972   \n",
       "\n",
       "    CONTAINER COUNT                                    PRODUCT DETAILS  \\\n",
       "18                1  ONE THOUSAND FIVE HUNDRED & SEVEN CARTONS ONLY...   \n",
       "19                1  TWENTY TWO CARTONS ONLY. LADIES 98% COTTON 2% ...   \n",
       "20                1  TWENTY ONE CARTONS ONLY. LADIES 98% COTTON 2% ...   \n",
       "21                1  TWENTY EIGHT CARTONS ONLY. MENS 54.3% POLYESTE...   \n",
       "22                1  TWENTY EIGHT CARTONS ONLY. MENS 65% POLYESTER ...   \n",
       "\n",
       "   COUNTRY OF ORIGIN                    CARRIER NAME PLACE OF RECEIPT  \n",
       "18         Singapore  NYK LINE (NIPPON YUSEN KAISHA)          CHENNAI  \n",
       "19         Singapore  NYK LINE (NIPPON YUSEN KAISHA)          CHENNAI  \n",
       "20         Singapore  NYK LINE (NIPPON YUSEN KAISHA)          CHENNAI  \n",
       "21         Singapore  NYK LINE (NIPPON YUSEN KAISHA)          CHENNAI  \n",
       "22         Singapore  NYK LINE (NIPPON YUSEN KAISHA)          CHENNAI  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_8.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5 Further analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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orL9WrVrIzs6Gj4+PVvV99+4drly5gu+//16hyTIAuLq6om7duoiLi8PTp081lleUx5+z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\njXTixAmlpKRo3LhxKi4udmY+AAAAAADcikNFPS0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ii+rQoYMqV66s4OBgzZo1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\nBNHeGuw9f0DXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d94a150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,8))\n",
    "groupby_us_port = df_8['US PORT'].groupby(df_8['FOREIGN PORT']).value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True).unstack().plot(ax=ax, kind='bar')\n",
    "\n",
    "plt.title('FOREIGN PORT CONSIGNMENTS ARRIVING AT LOS ANGELES PORT', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "for tick in ax.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "#ax.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "ax.set_ylabel('Consignment count', fontsize=14)\n",
    "\n",
    "fig.savefig('fig9.png', facecolor=fig.get_facecolor(), edgecolor='none')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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66afcuHFDMwevXr16nDp1iitXrlClShXMzMywsbGhWLFi72WfVyGEEEIIIYQQ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\n5CIiIiIiIiI2oIJcRERERERExAb+A7yz1c9T6xdAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11bbe1750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,8))\n",
    "groupby_us_port = df_8['CARRIER NAME'].groupby(df_8['COUNTRY OF ORIGIN']).value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True).unstack().plot(ax=ax, kind='bar')\n",
    "\n",
    "plt.title('CARRIERS BY COUNTRY OF ORIGIN', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "for tick in ax.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "ax.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "ax.set_ylabel('Consignment count', fontsize=14)\n",
    "\n",
    "fig.savefig('fig10.png', facecolor=fig.get_facecolor(), edgecolor='none')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lu3fvHqtWrSJfvnwZLkFnY2PD2LFjefXqFT179tR60wmpwfjo0aPJmjUrP/30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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11cb16150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,8))\n",
    "groupby_us_port = df_8['CARRIER NAME'].groupby(df_8['FOREIGN PORT']).value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True).unstack().plot(ax=ax, kind='bar')\n",
    "\n",
    "plt.title('CARRIERS OPERATING FROM EACH FOREIGN PORT', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "for tick in ax.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "ax.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "ax.set_ylabel('Consignment count', fontsize=14)\n",
    "\n",
    "fig.savefig('fig10.png', facecolor=fig.get_facecolor(), edgecolor='none')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nlPGGf/jhB33xxRfq3r27oqOj03T+4+rqqujoaMXExJg7WnFzc1N0dHRulg4A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\nrNHt27fVuXNn1a9fX8uWLVO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HAAAAAMBEKOoAAAAAAJgIRR0AAAAAABOhqAMA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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c6abb50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,8))\n",
    "groupby_us_port = df_8['FOREIGN PORT'].groupby(df_8['FOREIGN PORT']).value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True).unstack().plot(ax=ax, kind='bar')\n",
    "\n",
    "plt.title('SHIP REGISTRATION BY FOREIGN PORT', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "for tick in ax.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "ax.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "ax.set_ylabel('Consignment count', fontsize=14)\n",
    "\n",
    "fig.savefig('fig11.png', facecolor=fig.get_facecolor(), edgecolor='none')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rLw0bNmHr1s2sXr0Ck8nE1atXsbKywtHREZPJxDvvfEDVqtW5fDmchQs/59y5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86ePaOEhDGSpNLSUk2ePEGnT5/SjBmvys/Pz+66paWleuyxnmrQoKFmzpxrE2vbtqUiI6NlNBpk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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b9a9b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import cm\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15,8))\n",
    "\n",
    "y = np.arange(0,1,1./20.)\n",
    "groupby_us_port = df_8['VESSEL NAME'].groupby(df_8['FOREIGN PORT']).value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True).unstack().plot(ax=ax, kind='bar', \n",
    "                                                                                               color=my_colors)\n",
    "\n",
    "plt.title('VESSEL NAME VS FOREIGN PORT', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "for tick in ax.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "ax.legend(loc='best', fontsize=12)\n",
    "\n",
    "ax.set_ylabel('Consignment count', fontsize=14)\n",
    "\n",
    "fig.savefig('fig12.png', facecolor=fig.get_facecolor(), edgecolor='none')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,8))\n",
    "groupby_us_port = df_8['COUNTRY OF ORIGIN'].groupby(df_8['FOREIGN PORT']).value_counts(normalize=False, sort=True, ascending=False, \n",
    "                                                        bins=None, dropna=True).unstack().plot(ax=ax, kind='bar')\n",
    "\n",
    "plt.title('COUNTRY OF ORIGIN VS FOREIGN PORT', fontsize=20)\n",
    "plt.xticks(rotation=70)\n",
    "\n",
    "for tick in ax.xaxis.get_major_ticks():\n",
    "    tick.label.set_fontsize(14) \n",
    "    \n",
    "ax.legend(loc='best', fontsize=12)\n",
    "\n",
    "ax.set_ylabel('Consignment count', fontsize=14)\n",
    "\n",
    "fig.savefig('fig13.png', facecolor=fig.get_facecolor(), edgecolor='none')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "range(0,21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "       17, 18, 19, 20])"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(0,21,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
